Information content weighting for perceptual image quality assessment

<!DOCTYPE html> <html lang="en" > <head itemscope itemtype="http://schema.org/WebPage" prefix="og: http://ogp.me/ns#" > <meta charset="UTF-8"> <meta http-equiv="X-UA-Compatible" content="IE=edge">  <meta name="HandheldFriendly" content="True"> <meta name="MobileOptimized" content="320"> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <link rel="preconnect" href="https://cdn.ncbi.nlm.nih.gov"> <link rel="preconnect" href="https://www.ncbi.nlm.nih.gov"> <link rel="preconnect" href="https://www.google-analytics.com"> <link rel="stylesheet" href="https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/CACHE/css/output.5ecf62baa0fa.css" type="text/css"> <link rel="stylesheet" href="https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/CACHE/css/output.452c70ce66f7.css" type="text/css"> <link rel="stylesheet" href="https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/CACHE/css/output.7bf600913d6e.css" type="text/css"> <link rel="stylesheet" href="https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/CACHE/css/output.0bfa59184c7a.css" type="text/css"> <title>Information content weighting for perceptual image quality assessment - PubMed</title> <link rel="preload" as="font" href="https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/uswds/dist/fonts/merriweather-bold-webfont.woff2" type="font/woff2" crossorigin />  <link rel="shortcut icon" type="image/ico" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon.ico" /> <link rel="icon" type="image/png" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon.png" />  <link rel="icon" type="image/png" sizes="192x192" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon-192.png" />  <link rel="apple-touch-icon-precomposed" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon-57.png">  <link rel="apple-touch-icon-precomposed" sizes="72x72" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon-72.png">  <link rel="apple-touch-icon-precomposed" sizes="114x114" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon-114.png">  <link rel="apple-touch-icon-precomposed" sizes="144x144" href="https://cdn.ncbi.nlm.nih.gov/coreutils/nwds/img/favicons/favicon-144.png">  <meta name="ncbi_sg_optimize_id" content="">  <meta name="theme-color" content="#20558a">  <meta name="referrer" content="origin-when-cross-origin"> <meta name="ncbi_pinger_gtm_track" content="true"/>  <meta name="ncbi_app" content="pubmed" /> <meta name="ncbi_db" content="pubmed" /> <meta name="ncbi_phid" content="B4BD0001BAFA756500002AE09B273AFD.1.m_6" /> <meta name="ncbi_pinger_stat_url" content="https://www.ncbi.nlm.nih.gov/stat" /> <meta name="log_category" content="literature" /> <meta name="ncbi_cost_center" content="pubmed" />  <meta name="ncbi_pdid" content="abstract" /> <meta name="log_op" content="retrieve" /> <meta name="uid" content="21078577" /> <meta name="ncbi_uid" content="21078577" /> <meta name="log_displayeduids" content="21078577" /> <meta name="log_source_db" content="pubmed" /> <meta name="log_icons_present" content="true" />  <meta name="description" content="Many state-of-the-art perceptual image quality assessment (IQA) algorithms share a common two-stage structure: local quality/distortion measurement followed by pooling. While significant progress has been made in measuring local image quality/distortion, the pooling stage is often done in ad-hoc way …"><meta name="keywords" content="pmid:21078577, doi:10.1109/TIP.2010.2092435, Research Support, Non-U.S. Gov't, Zhou Wang, Qiang Li, Algorithms, Biomimetics, Humans, Image Enhancement / methods*, Information Storage and Retrieval / methods, Reproducibility of Results, Sensitivity and Specificity, PubMed Abstract, NIH, NLM, NCBI, National Institutes of Health, National Center for Biotechnology Information, National Library of Medicine, MEDLINE"><meta name="robots" content="index,nofollow,noarchive"><meta property="og:title" content="Information content weighting for perceptual image quality assessment - PubMed"><meta property="og:url" content="https://pubmed.ncbi.nlm.nih.gov/21078577/"><meta property="og:description" content="Many state-of-the-art perceptual image quality assessment (IQA) algorithms share a common two-stage structure: local quality/distortion measurement followed by pooling. While significant progress has been made in measuring local image quality/distortion, the pooling stage is often done in ad-hoc way …"><meta property="og:image" content="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/pubmed-meta-image-v2.jpg"><meta property="og:image:secure_url" content="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/pubmed-meta-image-v2.jpg"><meta property="og:type" content="website"><meta property="og:site_name" content="PubMed"><meta name="twitter:domain" content="pubmed.ncbi.nlm.nih.gov"><meta name="twitter:card" content="summary_large_image"><meta name="twitter:title" content="Information content weighting for perceptual image quality assessment - PubMed"><meta name="twitter:url" content="https://pubmed.ncbi.nlm.nih.gov/21078577/"><meta name="twitter:description" content="Many state-of-the-art perceptual image quality assessment (IQA) algorithms share a common two-stage structure: local quality/distortion measurement followed by pooling. While significant progress has been made in measuring local image quality/distortion, the pooling stage is often done in ad-hoc way …"><meta name="twitter:image" content="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/pubmed-meta-image-v2.jpg">  <link rel="search" type="application/opensearchdescription+xml" href="https://cdn.ncbi.nlm.nih.gov/pubmed/persistent/opensearch.xml" title="PubMed search">  <noscript> <link rel="stylesheet" type="text/css" href="https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/core/no-script.css"> </noscript> <meta name="citation_title" content="Information content weighting for perceptual image quality assessment"> <meta name="citation_authors" content="Wang Z;Li Q;"> <meta name="citation_date" content="2011 May"> <meta name="citation_publisher" content="IEEE Trans Image Process"> <meta name="citation_journal_title" content="IEEE transactions on image processing : a publication of the IEEE Signal Processing Society"> <meta name="citation_pmid" content="21078577"> <meta name="citation_abstract_html_url" content="https://pubmed.ncbi.nlm.nih.gov/21078577/"> <meta name="citation_volume" content="20"> <meta name="citation_issue" content="5"> <meta name="citation_doi" content="10.1109/TIP.2010.2092435"> <meta name="citation_issn" content="1941-0042"> <link rel="canonical" href="https://pubmed.ncbi.nlm.nih.gov/21078577/" /> </head> <body > <noscript> <div class="no-script-banner" id="no-script-banner"> <div class="warning-message"> <div class="warning-message-text"> This site needs JavaScript to work properly. Please enable it to take advantage of the complete set of features! </div> </div> </div> </noscript> <div class="no-session-banner" id="no-session-banner" hidden> <div class="warning-message"> <div class="warning-message-text"> Clipboard, Search History, and several other advanced features are temporarily unavailable. </div> <button class="close-banner-button" title="Close Clipboard and Search History not available warning banner" ref="linksrc=close_no_session_banner" aria-controls="no-session-banner" aria-label="Close Clipboard and Search History not available warning banner" aria-expanded="true"> </button> </div> </div> <a class="usa-skipnav" href="#article-details"> Skip to main page content </a>  <section class="usa-banner"> <div class="usa-accordion"> <header class="usa-banner-header"> <div class="usa-grid usa-banner-inner"> <img src="https://www.ncbi.nlm.nih.gov/coreutils/uswds/img/favicons/favicon-57.png" alt="U.S. flag" /> <p>An official website of the United States government</p> <button class="usa-accordion-button usa-banner-button" aria-expanded="false" aria-controls="gov-banner-top" > <span class="usa-banner-button-text">Here's how you know</span> </button> </div> </header> <div class="usa-banner-content usa-grid usa-accordion-content" id="gov-banner-top" > <div class="usa-banner-guidance-gov usa-width-one-half"> <img class="usa-banner-icon usa-media_block-img" src="https://www.ncbi.nlm.nih.gov/coreutils/uswds/img/icon-dot-gov.svg" alt="Dot gov" /> <div class="usa-media_block-body"> <p> <strong>The .gov means it’s official.</strong> <br /> Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site. </p> </div> </div> <div class="usa-banner-guidance-ssl usa-width-one-half"> <img class="usa-banner-icon usa-media_block-img" src="https://www.ncbi.nlm.nih.gov/coreutils/uswds/img/icon-https.svg" alt="Https" /> <div class="usa-media_block-body"> <p> <strong>The site is secure.</strong> <br /> The <strong>https://</strong> ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely. </p> </div> </div> </div> </div> </section> <div class="usa-overlay"></div> <header class="ncbi-header" role="banner" data-section="Header"> <div class="usa-grid"> <div class="usa-width-one-whole"> <div class="ncbi-header__logo"> <a href="https://www.ncbi.nlm.nih.gov/" class="logo" aria-label="NCBI Logo" data-ga-action="click_image" data-ga-label="NIH NLM Logo"> <img src="https://www.ncbi.nlm.nih.gov/coreutils/nwds/img/logos/AgencyLogo.svg" alt="NIH NLM Logo" /> </a> </div> <div class="ncbi-header__account"> <a id="account_login" href="https://account.ncbi.nlm.nih.gov" class="usa-button header-button" style="display:none" data-ga-action="open_menu" data-ga-label="account_menu">Log in</a> <button id="account_info" class="header-button" style="display:none" aria-controls="account_popup"> <span class="fa fa-user" aria-hidden="true"></span> <span class="username desktop-only" aria-hidden="true" id="uname_short"></span> <span class="sr-only">Show account info</span> </button> </div> <div class="ncbi-popup-anchor"> <div class="ncbi-popup account-popup" id="account_popup" aria-hidden="true"> <div class="ncbi-popup-head"> <button class="ncbi-close-button" data-ga-action="close_menu" data-ga-label="account_menu"><span class="fa fa-times"></span><span class="usa-sr-only">Close</span></button> <h4>Account</h4> </div> <div class="account-user-info"> Logged in as:<br/> <b><span class="username" id="uname_long">username</span></b> </div> <div class="account-links"> <ul class="usa-unstyled-list"> <li><a id="account_myncbi" href="/myncbi/" class="set-base-url" data-ga-action="click_menu_item" data-ga-label="account_myncbi">Dashboard</a></li> <li><a id="account_pubs" href="/myncbi/collections/bibliography/" class="set-base-url" data-ga-action="click_menu_item" data-ga-label="account_pubs">Publications</a></li> <li><a id="account_settings" href="/account/settings/" class="set-base-url" data-ga-action="click_menu_item" data-ga-label="account_settings">Account settings</a></li> <li><a id="account_logout" href="/account/signout/" class="set-base-url" data-ga-action="click_menu_item" data-ga-label="account_logout">Log out</a></li> </ul> </div> </div> </div> </div> </div> </header> <div role="navigation" aria-label="access keys"> <a id="nws_header_accesskey_0" href="https://www.ncbi.nlm.nih.gov/guide/browsers/#ncbi_accesskeys" class="usa-sr-only" accesskey="0" tabindex="-1">Access keys</a> <a id="nws_header_accesskey_1" href="https://www.ncbi.nlm.nih.gov" class="usa-sr-only" accesskey="1" tabindex="-1">NCBI Homepage</a> <a id="nws_header_accesskey_2" href="/myncbi/" class="set-base-url usa-sr-only" accesskey="2" tabindex="-1">MyNCBI Homepage</a> <a id="nws_header_accesskey_3" href="#maincontent" class="usa-sr-only" accesskey="3" tabindex="-1">Main Content</a> <a id="nws_header_accesskey_4" href="#" class="usa-sr-only" accesskey="4" tabindex="-1">Main Navigation</a> </div> <section data-section="Alerts"> <div class="ncbi-alerts-placeholder"></div> </section>  <a id="maincontent" aria-label="Main page content below" role="navigation"></a> <input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"> <form action="/" method="get" autocomplete="off" class="usa-search usa-search-big search-form content-page-layout" id="search-form" role="search"> <div class="inner-wrap"> <a class="pubmed-logo" aria-label="Pubmed Logo" href="/" data-ga-category="featured_link" data-ga-action="pubmed_logo"> <img src="https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/core/images/pubmed-logo-blue.svg" alt="pubmed logo" /> </a> <a href="#" class="search-input-trigger" data-alt-title="Hide search bar" title="Show search bar" aria-label="Show search bar"> </a> <div role="search" class="search-input"> <div class="form-field "> <label class="usa-sr-only" for="id_term"> Search: </label> <input type="search" name="term" data-skip-ie-scroll-to-top="" data-replace-term-with-exact="" data-exact-query="" placeholder="" class="term-input" required="required" id="id_term"/><a href="#" class="clear-btn" aria-label="Clear search input" title="Clear search input" role="button" data-pinger-ignore></a><button type="submit" class="search-btn" aria-label="Search" disabled data-pinger-ignore><span class="usa-search-submit-text">Search</span></button> </div> </div>   <div class="search-links-wrapper content-page-layout"> <div class="search-links"> <a href="/advanced/" class="search-input-link adv-search-link" data-ga-category="featured_link" data-ga-action="adv_search">Advanced</a> <a href="/clipboard/" class="search-input-link clipboard-link hidden" data-ga-category="featured_link" data-ga-action="clipboard"> Clipboard <span class="amount-in-clipboard"></span> </a> </div> <span class="search-input-link user-guide-link" role="navigation" aria-label="User guide"> <a href="/help/" data-ga-category="featured_link" data-ga-action="user_guide"> User Guide </a> </span> </div> </div> </form> <div id="article-page-header"> <div id="article-top-actions-bar" class="article-top-actions-bar"> <div class="inner-wrap"> <div class="actions-container"> <div class="return-to-search"> </div> <div class="multiple-results-actions " role="region" aria-label="save, email, send to"> <button id="save-results-panel-trigger" type="button" class="save-results save-results-panel-trigger" aria-expanded="false" aria-controls="save-action-panel" data-ga-category="save_share" data-ga-action="save" data-ga-label="open"> Save </button><button id="email-results-panel-trigger" type="button" class="email-results email-results-panel-trigger" aria-expanded="false" aria-controls="email-action-panel" data-ga-category="save_share" data-ga-action="email" data-ga-label="open"> Email </button><div class="more-actions dropdown-block"><button id="more-actions-trigger" type="button" class="trigger more-actions-trigger" ref="linksrc=show_moreactions_btn" aria-label="Send to" aria-controls="more-actions-dropdown">Send to</button><div id="more-actions-dropdown" class="dropdown dropdown-container" hidden><div class="content"><ul class="more-actions-links"><li><a class="clipboard-panel-trigger dropdown-block-link " href="#" role="button" data-ga-category="save_share" data-ga-action="clipboard" data-ga-label="send"> Clipboard </a></li><li><a role="button" class="dropdown-block-link bibliography-trigger-target" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F21078577%2F%23open-bibliography-panel">My Bibliography</a></li><li><a role="button" class="dropdown-block-link collections-trigger-target" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F21078577%2F%23open-collections-panel">Collections</a></li><li><a role="button" class="citation-manager-panel-trigger dropdown-block-link citation-manager-trigger-target" href="#">Citation manager</a></li></ul></div></div></div> </div> <div class="display-options" data-format-key="format" data-default-format-value="abstract" data-current-format-value="abstract" role="region"> <button class="trigger usa-button" title="Change format" data-ga-category="display_options" data-ga-action="display_options_dialog"> <span class="button-label">Display options</span> </button> <div class="dropdown" hidden> <div class="title"> Display options </div> <div class="content"> <div class="format-container"> <span class="option-label"> Format </span> <select name="format" data-initial-value="abstract" aria-label="Display format" id="article-display-format"> <option value="abstract">Abstract</option> <option value="pubmed">PubMed</option> <option value="pmid">PMID</option> </select> </div> </div> </div> </div> <input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"> </div> </div> </div> <div id="article-panels-container" class="article-panels-container"> <div id="save-action-panel" class="save-action-panel action-panel" aria-hidden="true"> <div class="inner-wrap"> <h2 class="action-panel-heading"> Save citation to file </h2> <form id="save-action-panel-form" class="action-panel-content action-form" action="/results-export-ids/" data-by-search-action="/results-export-search-data/" data-by-ids-action="/results-export-ids/" method="post" data-by-search-method="post" data-by-ids-method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"> <div class="action-panel-control-wrap"> <label for="save-action-format" class="action-panel-label"> Format: </label> <select id="save-action-format" name="results-format" class="action-panel-selector"> <option value="summary-text">Summary (text)</option> <option value="pubmed-text">PubMed</option> <option value="pmid">PMID</option> <option value="abstract">Abstract (text)</option> <option value="csv">CSV</option> </select> </div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Saving..." data-ga-category="save_share" data-ga-action="save" data-ga-label="save"> Create file </button> <button class="action-panel-cancel" aria-label="Close 'Save citations to file' panel" ref="linksrc=close_save_panel" aria-controls="save-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="save" data-ga-label="cancel"> Cancel </button> </div> </form> </div> </div> <div id="email-action-panel" class="email-action-panel action-panel" aria-hidden="true" data-recaptcha-script-url="https://www.recaptcha.net/recaptcha/enterprise.js?render=explicit&onload=onloadCaptchaCallback" data-recaptcha-enabled="true"> <div class="inner-wrap"> <h2 class="action-panel-heading"> Email citation </h2> <form id="email-action-panel-form" class="action-panel-content action-form" action="/send-email/" data-by-search-action="/results-export-email-by-search-data/" data-by-ids-action="/send-email/" data-by-search-method="post" data-by-ids-method="post" method="post" > <input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"> <div class="action-panel-control-wrap"> <span class="action-panel-label"> Subject: </span> <span class="email-subject" id="email-subject" aria-label="Email subject">1 selected item: 21078577 - PubMed</span> <input type="hidden" name="email-subject" value="1 selected item: 21078577"/> <input type="hidden" name="email-subject-hash" value="ff85c150f31e21b6418a17dad9fb7cafa00164b303135325b22ed87a9977b074"/> </div> <div class="action-panel-control-wrap"> <label for="email-to" class="action-panel-label required-field-asterisk"> To: </label> <input type="email" aria-label="Recipient Email Address" placeholder="email@example.com" id="email-to" class="email-to" pattern="^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$" maxlength="100" required> </div> <div class="action-panel-control-wrap"> <label for="email-from" class="action-panel-label"> From: </label> <input type="email" aria-label="Sender Email Address" placeholder="email@example.com" id="email-from" class="email-from" pattern="^[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z0-9-.]+$" maxlength="256"> </div> <div class="action-panel-control-wrap"> <label for="email-citation-format" class="action-panel-label"> Format: </label> <select id="email-citation-format" name="citation-format" class="action-panel-selector email-citation-format"> <option selected="selected" value="summary">Summary</option> <option value="summary-text">Summary (text)</option> <option value="abstract">Abstract</option> <option value="abstract-text">Abstract (text)</option> </select> </div> <div class="include-supplemental-container"> <input type="checkbox" aria-label="Include MeSH and other data" name="include-supplemental" id="email-include-supplemental" class="email-include-supplemental"> <label for="email-include-supplemental" class="email-include-supplemental-label">MeSH and other data</label> </div> <div class="form-field recaptcha "> <div class="g-recaptcha" id="id-recaptcha" data-sitekey="6LfsWHMdAAAAAClKbtOpjQ2pMjgsGxvv7NdZW9uI"></div> </div> <div id="captcha-error-message" class="usa-input-error-message captcha-validation-message" role="alert"></div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Sending..." data-ga-category="save_share" data-ga-action="email" data-ga-label="send"> Send email </button> <button class="action-panel-cancel" aria-label="Close 'Email citations' panel" ref="linksrc=close_email_panel" aria-controls="email-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="email" data-ga-label="cancel"> Cancel </button> </div> <input type="hidden" name="email-search-details" value="" /> <input type="hidden" name="email-search-details-hash" value="0e42663a6c3bd85498fcb88798998fed7bfdc45d457db35281e41afe13cc0524" /> </form> </div> </div> <div id="collections-action-panel" class="collections-action-panel action-panel in-progress-dots-panel" aria-hidden="true" data-collections-open-panel-enabled="false" data-collections-open-panel-url-hash="#open-collections-panel"> <div class="inner-wrap"> <h3 class="action-panel-heading"> Add to Collections </h3> <form id="collections-action-panel-form" class="collections-action-panel-form action-panel-content action-form action-panel-smaller-selectors" data-existing-collections-url="/list-existing-collections/" data-add-to-existing-collection-url="/add-to-existing-collection/" data-create-and-add-to-new-collection-url="/create-and-add-to-new-collection/" data-get-article-ids-by-search-url="/get-article-ids-by-search/" data-myncbi-max-collection-name-length="100" data-add-to-collection-max-amount="1000" data-collections-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/"> <input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"> <div class="choice-group" role="radiogroup"> <ul class="radio-group-items"> <li> <input type="radio" id="collections-action-panel-new" class="collections-new" name="collections" value="new" data-ga-category="save_share" data-ga-action="collections" data-ga-label="collections_radio_new"> <label for="collections-action-panel-new">Create a new collection</label> </li> <li> <input type="radio" id="collections-action-panel-existing" class="collections-existing" name="collections" value="existing" checked="true" data-ga-category="save_share" data-ga-action="collections" data-ga-label="collections_radio_existing"> <label for="collections-action-panel-existing">Add to an existing collection</label> </li> </ul> </div> <div class="controls-wrapper"> <div class="action-panel-control-wrap new-collections-controls"> <label for="collections-action-panel-add-to-new" class="action-panel-label required-field-asterisk"> Name your collection: </label> <input type="text" name="add-to-new-collection" id="collections-action-panel-add-to-new" class="collections-action-add-to-new" pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/" maxlength="100" data-ga-category="save_share" data-ga-action="create_collection" data-ga-label="non_favorties_collection"> <div class="collections-new-name-too-long usa-input-error-message selection-validation-message"> Name must be less than 100 characters </div> </div> <div class="action-panel-control-wrap existing-collections-controls"> <label for="collections-action-panel-add-to-existing" class="action-panel-label"> Choose a collection: </label> <select id="collections-action-panel-add-to-existing" class="action-panel-selector collections-action-add-to-existing" data-ga-category="save_share" data-ga-action="select_collection" data-ga-label="($('#collections-action-add-to-existing').val() === 'Favorites') ? 'Favorites' : 'non_favorites_collection'"> </select> <div class="collections-retry-load-on-error usa-input-error-message selection-validation-message"> Unable to load your collection due to an error<br> <a href="#">Please try again</a> </div> </div> </div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Adding..." data-pinger-ignore data-ga-category="save_share" data-ga-action="collections" data-ga-label="add"> Add </button> <button class="action-panel-cancel" aria-label="Close 'Add to Collections' panel" ref="linksrc=close_collections_panel" aria-controls="collections-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="collections" data-ga-label="cancel"> Cancel </button> </div> </form> </div> </div> <div id="bibliography-action-panel" class="bibliography-action-panel action-panel in-progress-dots-panel" aria-hidden="true" data-bibliography-open-panel-enabled="false" data-bibliography-open-panel-url-hash="#open-bibliography-panel"> <div class="inner-wrap"> <h3 class="action-panel-heading"> Add to My Bibliography </h3> <form id="bibliography-action-panel-form" class="bibliography-action-panel-form action-panel-content action-form action-panel-smaller-selectors" data-add-to-bibliography-max-amount="100" data-add-to-bibliography-batch-size="10" data-bibliography-delegates-url="/list-bibliography-delegates/" data-add-to-bibliography-url="/add-to-bibliography/" data-get-article-ids-by-search-url="/get-article-ids-by-search/" data-mybib-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/mybibliography/"> <input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"> <div class="action-panel-control-wrap bibliographies-controls"> <div class="choice-group"> <ul class="bibliographies-action-add radio-group-items"> <li> <input name="bibliography" id="my-bibliography" class="my-bibliography" type="radio" checked/> <label for="my-bibliography">My Bibliography</label> </li> </ul> </div> </div> <div class="bibliographies-retry-load-on-error usa-input-error-message selection-validation-message"> Unable to load your delegates due to an error<br> <a href="#">Please try again</a> </div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Adding..." data-pinger-ignore> Add </button> <button class="action-panel-cancel" aria-label="Close 'Add to bibliography' panel" ref="linksrc=close_bibliography_panel" aria-controls="bibliography-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="mybib" data-ga-label="cancel"> Cancel </button> </div> </form> </div> </div> <div id="saved-search-action-panel" class="saved-search-action-panel action-panel " aria-hidden="true" data-saved-search-open-panel-enabled="false" data-saved-search-open-panel-url-hash="#open-saved-search-panel"> <div class="inner-wrap"> <h2 class="action-panel-heading"> Your saved search </h2> <form id="saved-search-action-panel-form" class="saved-search-action-panel-form action-panel-content action-form" data-create-saved-search-url="/create-saved-search/" data-try-search-terms-url="/try-search-term/" data-saved-search-root-url="https://www.ncbi.nlm.nih.gov/myncbi/searches/"> <input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"> <div class="action-panel-control-wrap"> <label for="saved-search-name" class="action-panel-label saved-search-name-label required-field-asterisk"> Name of saved search: </label> <input maxlength="200" type="text" name="saved-search-name" id="saved-search-name" class="saved-search-name" value="" required pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/"> </div> <div class="action-panel-control-wrap"> <label for="saved-search-term" class="action-panel-label required-field-asterisk"> Search terms: </label> <textarea name="saved-search-term" id="saved-search-term" class="saved-search-term" required></textarea> </div> <div class="test-search-term-wrap"> <a href="#" class="try-search-term">Test search terms</a> </div> <div class="choice-group action-panel-extra-margin-top"> <span class="action-panel-label" id="fieldset-label"> Would you like email updates of new search results? </span> <fieldset id="saved-search-alert" aria-describedby="fieldset-label"> <legend class="usa-sr-only">Saved Search Alert Radio Buttons</legend> <ul class="radio-group-items"> <li> <input type="radio" id="saved-search-alert-yes" class="saved-search-alert-yes" name="saved-search-alert" value="yes" checked> <label for="saved-search-alert-yes" class="action-panel-label">Yes</label> </li> <li> <input aria-label="No radio input" type="radio" id="saved-search-alert-no" class="saved-search-alert-no" name="saved-search-alert" value="no"> <label for="saved-search-alert-no" class="action-panel-label">No</label> </li> </ul> </fieldset> </div> <div class="alert-schedule-wrap"> <div class="action-panel-control-wrap"> <label class="action-panel-label"> Email: </label> <span aria-label="Email address" id="saved-search-email" class="action-panel-label"><span class="action-panel-label-bold"></span> (<a class="myncbi-account-settings" href="https://www.ncbi.nlm.nih.gov/account/settings/">change</a>)</span> </div> <div class="action-panel-control-wrap action-panel-extra-margin-top"> <label for="saved-search-frequency" class="action-panel-label"> Frequency: </label> <select id="saved-search-frequency" class="no-border-panel-selector saved-search-frequency"> <option value="monthly">Monthly</option> <option value="weekly">Weekly</option> <option value="daily">Daily</option> </select> </div> <div class="action-panel-control-wrap saved-search-monthly-additional"> <label for="saved-search-monthly-on-day" class="action-panel-label"> Which day? </label> <select id="saved-search-monthly-on-day" class="no-border-panel-selector"> <option value="Sunday">The first Sunday</option> <option value="Monday">The first Monday</option> <option value="Tuesday">The first Tuesday</option> <option value="Wednesday">The first Wednesday</option> <option value="Thursday">The first Thursday</option> <option value="Friday">The first Friday</option> <option value="Saturday">The first Saturday</option> <option value="day">The first day</option> <option value="weekday">The first weekday</option> </select> </div> <div class="action-panel-control-wrap saved-search-weekly-additional"> <label for="saved-search-weekly-on-day" class="action-panel-label"> Which day? </label> <select id="saved-search-weekly-on-day" class="no-border-panel-selector saved-search-weekly-on-day"> <option value="Sunday">Sunday</option> <option value="Monday">Monday</option> <option value="Tuesday">Tuesday</option> <option value="Wednesday">Wednesday</option> <option value="Thursday">Thursday</option> <option value="Friday">Friday</option> <option value="Saturday">Saturday</option> </select> </div> <div class="action-panel-control-wrap"> <label for="saved-search-report" class="action-panel-label"> Report format: </label> <select id="saved-search-report" class="no-border-panel-selector saved-search-report"> <option value="DocSum">Summary</option> <option value="DocSumText">Summary (text)</option> <option value="Abstract">Abstract</option> <option value="AbstractText">Abstract (text)</option> <option value="MEDLINE">PubMed</option> </select> </div> <div class="action-panel-control-wrap"> <label for="saved-search-amount" class="action-panel-label"> Send at most: </label> <select id="saved-search-amount" class="no-border-panel-selector saved-search-amount"> <option value="1">1 item</option> <option value="5" selected>5 items</option> <option value="10">10 items</option> <option value="20">20 items</option> <option value="50">50 items</option> <option value="100">100 items</option> <option value="200">200 items</option> </select> </div> <div> <input type="checkbox" id="saved-search-send-if-no-result" class="saved-search-send-if-no-result" name="saved-search-send-if-no-result"> <label for="saved-search-send-if-no-result" class="action-panel-label smaller-checkbox"> Send even when there aren't any new results </label> </div> <div class="action-panel-control-wrap option-text-in-email-wrap"> <label for="saved-search-email-text" class="action-panel-label"> Optional text in email: </label> <textarea name="saved-search-email-text" id="saved-search-email-text" class="saved-search-email-text"></textarea> </div> </div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Saving..." data-ga-category="save_share" data-ga-action="alert" data-ga-label="save"> Save </button> <button class="action-panel-cancel" aria-label="Close 'Your saved search' panel" ref="linksrc=close_saved_search_panel" aria-controls="saved-search-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="alert" data-ga-label="cancel"> Cancel </button> </div> </form> </div> </div> <div id="citation-manager-action-panel" class="citation-manager-action-panel action-panel" aria-hidden="true"> <div class="inner-wrap"> <h2 class="action-panel-heading"> Create a file for external citation management software </h2> <form id="citation-manager-action-panel-form" class="action-panel-content action-form" action="/results-export-ids/" data-by-search-action="/results-export-search-data/" data-by-ids-action="/results-export-ids/" method="post" data-by-search-method="post" data-by-ids-method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"> <input name="results-format" type="hidden" value="pubmed"/> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Sending..." data-ga-category="save_share" data-ga-action="citation_manager" data-ga-label="save"> Create file </button> <button class="action-panel-cancel" aria-label="Close 'Send citations to citation manager' panel" ref="linksrc=close_citation_manager_panel" aria-controls="citation-manager-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="citation_manager" data-ga-label="cancel"> Cancel </button> </div> </form> </div> </div> <div id="rss-action-panel" class="rss-action-panel action-panel " aria-hidden="true"> <div class="inner-wrap"> <h2 class="action-panel-heading"> Your RSS Feed </h2> <form id="rss-action-panel-form" class="rss-action-panel-form action-panel-content action-form" data-create-rss-feed-url="/create-rss-feed-url/" data-search-form-term-value=""> <input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"> <div class="action-panel-control-wrap"> <label for="rss-name" class="action-panel-label required-field-asterisk"> Name of RSS Feed: </label> <input maxlength="200" placeholder="Name" type="text" name="rss-name" id="rss-name" class="rss-name" value='' required pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/"> </div> <div class="rss-limit-wrap"> <div class="action-panel-control-wrap action-panel-extra-margin-top"> <label for="rss-limit" class="action-panel-label"> Number of items displayed: </label> <select id="rss-limit" class="no-border-panel-selector rss-limit"> <option value="5">5</option> <option value="10">10</option> <option value="15" selected="selected">15</option> <option value="20">20</option> <option value="50">50</option> <option value="100">100</option> </select> </div> </div> <div class="action-panel-actions"> <button class="action-panel-submit" type="submit" data-loading-label="Creating..." data-ga-category="save_share" data-ga-action="alert" data-ga-label="save"> Create RSS </button> <button class="action-panel-cancel" aria-label="Close 'Your RSS' panel" ref="linksrc=close_rss_panel" aria-controls="rss-action-panel" aria-expanded="false" data-ga-category="save_share" data-ga-action="alert" data-ga-label="cancel"> Cancel </button> </div> <div class="action-panel-control-wrap rss-link-copy-wrap"> <label for="rss-link" class="usa-sr-only">RSS Link</label> <input placeholder="Your RSS Feed Link" type="text" name="rss-link" id="rss-link" class="rss-link" title="RSS Link"> <button type="button" disabled class="rss-link-copy-button disabled" data-ga-category="save_share" data-ga-action="rss" data-ga-label="copy"> Copy </button> </div> </form> </div> </div> </div> </div> <div class="article-page" id="article-page" data-article-pmid="21078577"> <aside class="page-sidebar"> <div class="inner-wrap"> <div class="full-text-links"> <div class="full-view"> <h3 class="title"> Full text links </h3> <div class="full-text-links-list"> <a class="link-item dialog-focus" href="https://doi.org/10.1109/TIP.2010.2092435" target="_blank" rel="noopener" ref="linksrc=fulltextorjournal_fulltext&is_pmc=False&PrId=6100&itool=Abstract-def&log$=linkouticon&uid=21078577&db=pubmed&nlmid=9886191" title="See full text options at IEEE Engineering in Medicine and Biology Society" data-ga-category="full_text" data-ga-action="IEEE Engineering in Medicine and Biology Society" data-ga-label="21078577" ><img src="https://cdn.ncbi.nlm.nih.gov/corehtml/query/egifs/http:--ieeexplore.ieee.org-images-ieee_pubmedv2_R2.gif" alt="full text provider logo"><span class="text"> IEEE Engineering in Medicine and Biology Society </span></a> </div> </div> <div class="short-view"> <a href="#" class="full-text-links-button full-text-links-dialog-trigger"> Full text links </a> </div> </div> <div class="actions-buttons sidebar"><h3 class="title">Actions</h3><div class="inner-wrap"><button class="citation-button citation-dialog-trigger" aria-label="Open dialog with citation text in different styles" data-ga-category="save_share" data-ga-action="cite" data-ga-label="open" data-all-citations-url="/21078577/citations/" data-citation-style="nlm" data-pubmed-format-link="/21078577/export/"><span class="button-label">Cite</span></button><link type="text/css" href="ncbi-overlay-block/src/overlay-block.css"><div class="collections-button-container" data-article-id="21078577" data-article-db="pubmed"><button class="collections-button collections-dialog-trigger" aria-label="Save article in MyNCBI collections." data-ga-category="collections_button" data-ga-action="click" data-ga-label="collections_button" data-collections-open-dialog-enabled="false" data-collections-open-dialog-url="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F21078577%2F%23open-collections-dialog" data-in-collections="false"><span class="button-label">Collections</span></button><div class="overlay" role="dialog"><div id="collections-action-dialog" class="dialog collections-dialog" aria-hidden="true"><div class="title">Add to Collections</div><div class="collections-action-panel action-panel"><form id="collections-action-dialog-form" class="collections-action-panel-form action-panel-content action-form action-panel-smaller-selectors" data-existing-collections-url="/list-existing-collections/" data-add-to-existing-collection-url="/add-to-existing-collection/" data-create-and-add-to-new-collection-url="/create-and-add-to-new-collection/" data-myncbi-max-collection-name-length="100" data-collections-root-url="https://www.ncbi.nlm.nih.gov/myncbi/collections/"><input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"><div class="choice-group" role="radiogroup"><ul class="radio-group-items"><li><input type="radio" id="collections-action-dialog-new" class="collections-new" name="collections" value="new" data-ga-category="collections_button" data-ga-action="click" data-ga-label="collections_radio_new"><label for="collections-action-dialog-new">Create a new collection</label></li><li><input type="radio" id="collections-action-dialog-existing" class="collections-existing" name="collections" value="existing" checked="true" data-ga-category="collections_button" data-ga-action="click" data-ga-label="collections_radio_existing"><label for="collections-action-dialog-existing">Add to an existing collection</label></li></ul></div><div class="controls-wrapper"><div class="action-panel-control-wrap new-collections-controls"><label for="collections-action-dialog-add-to-new" class="action-panel-label required-field-asterisk"> Name your collection: </label><input type="text" name="add-to-new-collection" id="collections-action-dialog-add-to-new" class="collections-action-add-to-new" pattern="[^"&=<>\/]*" title="The following characters are not allowed in the Name field: "&=<>/" maxlength="100" data-ga-category="collections_button" data-ga-action="create_collection" data-ga-label="non_favorties_collection"><div class="collections-new-name-too-long usa-input-error-message selection-validation-message"> Name must be less than 100 characters </div></div><div class="action-panel-control-wrap existing-collections-controls"><label for="collections-action-dialog-add-to-existing" class="action-panel-label"> Choose a collection: </label><select id="collections-action-dialog-add-to-existing" class="action-panel-selector collections-action-add-to-existing" data-ga-category="collections_button" data-ga-action="select_collection" data-ga-label="($('.collections-action-add-to-existing').val() === 'Favorites') ? 'Favorites' : 'non_favorites_collection'"></select><div class="collections-retry-load-on-error usa-input-error-message selection-validation-message"> Unable to load your collection due to an error<br><a href="#">Please try again</a></div></div></div><div class="action-panel-actions"><button class="action-panel-submit" type="submit" data-loading-label="Adding..." data-pinger-ignore data-ga-category="collections_button" data-ga-action="click" data-ga-label="add"> Add </button><button class="action-panel-cancel" aria-label="Close 'Add to Collections' panel" ref="linksrc=close_collections_panel" aria-controls="collections-action-panel" aria-expanded="false" data-ga-category="collections_button" data-ga-action="click" data-ga-label="cancel"> Cancel </button></div></form></div></div></div></div><button class="more-actions-button more-actions-dialog-trigger" title="Open dialog with more actions to take" ref="linksrc=more_actions_btn"></button><div class="display-options" data-format-key="format" data-default-format-value="abstract" data-current-format-value="abstract" role="region"><button class="trigger usa-button" title="Change format" data-ga-category="display_options" data-ga-action="display_options_dialog"><span class="button-label">Display options</span></button><div class="dropdown" hidden><div class="title"> Display options </div><div class="content"><div class="format-container"><span class="option-label"> Format </span><select name="format" data-initial-value="abstract" aria-label="Display format" id="sidebar-actions-display-format"><option value="abstract">Abstract</option><option value="pubmed">PubMed</option><option value="pmid">PMID</option></select></div></div></div></div></div></div> <div class="social-sharing"> <h3 class="title"> Share </h3> <ul class="social-sharing-links usa-unstyled-list"> <li> <a href="http://twitter.com/intent/tweet?text=Information%20content%20weighting%20for%20perceptual%20image%20quality%20assessment%20https%3A//pubmed.ncbi.nlm.nih.gov/21078577/" class="share-link share-link-twitter" rel="noreferrer noopener" target="Pubmed-Social-Media-Share-Popup" title="Share article on Twitter" data-ga-category="save_share" data-ga-action="social" data-ga-label="twitter"></a> </li> <li> <a href="http://www.facebook.com/sharer/sharer.php?u=https%3A//pubmed.ncbi.nlm.nih.gov/21078577/" class="share-link share-link-facebook" rel="noreferrer noopener" target="Pubmed-Social-Media-Share-Popup" title="Share article on Facebook" data-ga-category="save_share" data-ga-action="social" data-ga-label="fb"></a> </li> <li> <div class="share-permalink"> <button class="trigger" title="Show article permalink" ref="linksrc=show_permalink_btn"> </button> <div class="dropdown" hidden> <div class="title"> Permalink </div> <div class="content"> <input type="text" class="permalink-text" value="https://pubmed.ncbi.nlm.nih.gov/21078577/" aria-label="Article permalink"/><button class="permalink-copy-button usa-button-primary" title="Copy article permalink" data-ga-category="save_share" data-ga-action="link" data-ga-label="copy_link"><span class="button-title">Copy</span></button> </div> </div> </div> </li> </ul> </div> <nav class="page-navigator" role="navigation" aria-label="Page navigation"> <div class="full-view"> <h3 class="title"> Page navigation </h3> <ul class="items-list"> <li class="heading "> <a href="#heading" aria-label="navigate to Title & authors section" data-ga-category="page_nav" data-ga-action="heading"> Title & authors </a> </li> <li class="abstract "> <a href="#abstract" aria-label="navigate to Abstract section" data-ga-category="page_nav" data-ga-action="abstract"> Abstract </a> </li> <li class="similar "> <a href="#similar" aria-label="navigate to Similar articles section" data-ga-category="page_nav" data-ga-action="similar"> Similar articles </a> </li> <li class="citedby "> <a href="#citedby" aria-label="navigate to Cited by section" data-ga-category="page_nav" data-ga-action="citedby"> Cited by </a> </li> <li class="publication-types "> <a href="#publication-types" aria-label="navigate to Publication types section" data-ga-category="page_nav" data-ga-action="publication-types"> Publication types </a> </li> <li class="mesh-terms "> <a href="#mesh-terms" aria-label="navigate to MeSH terms section" data-ga-category="page_nav" data-ga-action="mesh-terms"> MeSH terms </a> </li> <li class="linkout "> <a href="#linkout" aria-label="navigate to LinkOut - more resources section" data-ga-category="page_nav" data-ga-action="linkout"> LinkOut - more resources </a> </li> </ul> </div> <select class="short-view" autocomplete="off" title="navigate to selected section" aria-label="Navigate to page section"> <option value="heading">Title & authors</option> <option value="abstract">Abstract</option> <option value="similar">Similar articles</option> <option value="citedby">Cited by</option> <option value="publication-types">Publication types</option> <option value="mesh-terms">MeSH terms</option> <option value="linkout">LinkOut - more resources</option> </select> </nav> </div> </aside> <main class="article-details" id="article-details">   <header class="heading" id="heading"> <div class="full-view" id="full-view-heading"> <div class="article-citation"> <div class="article-source"> <div class="journal-actions dropdown-block"><button id="full-view-journal-trigger" class="journal-actions-trigger trigger" ref="linksrc=journal_actions_btn" title="IEEE transactions on image processing : a publication of the IEEE Signal Processing Society" tabindex="0" aria-controls="full-view-journal" aria-expanded="false" aria-label="Toggle dropdown menu for journal IEEE transactions on image processing : a publication of the IEEE Signal Processing Society" data-pinger-ignore> IEEE Trans Image Process </button><div id="full-view-journal" class="journal-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for journal IEEE transactions on image processing : a publication of the IEEE Signal Processing Society"><div class="title">Actions</div><div class="content"><ul class="journal-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22IEEE+Trans+Image+Process%22%5Bjour%5D&sort=date&sort_order=desc" data-href="/?term=%22IEEE+Trans+Image+Process%22%5Bjour%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_journal_name_link&journal_abbrev=IEEE Trans Image Process" data-ga-category="search" data-ga-action="journal_link" data-ga-label="IEEE Trans Image Process"> Search in PubMed </a></li><li><a class="search-in-nlm-catalog-link dropdown-block-link" ref ="linksrc=search_in_nlm_catalog_link" href="https://www.ncbi.nlm.nih.gov/nlmcatalog?term=%22IEEE+Trans+Image+Process%22%5BTitle+Abbreviation%5D" data-ga-category="search_catalog" data-ga-action="journal_link" data-ga-label="IEEE Trans Image Process"> Search in NLM Catalog </a></li><li><a class="add-to-search-link dropdown-block-link" ref ="linksrc=add_to_search_link" role="button" data-search-term='"IEEE Trans Image Process"[jour]' data-ga-category="search" data-ga-action="add_to_search" data-ga-label='"IEEE Trans Image Process"[jour]' href="#"> Add to Search </a></li></ul></div></div></div><span class="period">. </span><span class="cit">2011 May;20(5):1185-98.</span> </div> <span class="citation-doi"> doi: 10.1109/TIP.2010.2092435. </span> <span class="secondary-date"> Epub 2010 Nov 15. </span> </div> <h1 class="heading-title"> Information content weighting for perceptual image quality assessment </h1> <div class="inline-authors"> <div class="authors"> <div class="authors-list"> <span class="authors-list-item "><a class="full-name" href="/?term=Wang+Z&cauthor_id=21078577" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Zhou Wang">Zhou Wang</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Department of Electrical and Computer Engineering, Universityof Waterloo, Waterloo, ON, N2L 3G1, Canada. zhouwang@ieee.org" href="#full-view-affiliation-1" ref="linksrc=author_aff"> 1 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=Li+Q&cauthor_id=21078577" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Qiang Li">Qiang Li</a></span> </div> </div> </div> <div class="short-article-details"> Affiliations <button class="more-details" id="toggle-authors" data-alt-text="Collapse" aria-controls="expanded-authors" aria-expanded="false" data-pinger-ignore data-fetch-url="/21078577/long-authors/" data-id-prefix=""> <span class="title"> Expand </span> </button> </div> <div class="extended-article-details" id="expanded-authors" aria-hidden="true"> <div class="expanded-authors" id="full-view-expanded-authors"> <div class="affiliations"> <h3 class="title"> Affiliation </h3> <ul class="item-list"> <li data-affiliation-id="full-view-affiliation-1" id="full-view-affiliation-1" ><sup class="key">1</sup> Department of Electrical and Computer Engineering, Universityof Waterloo, Waterloo, ON, N2L 3G1, Canada. zhouwang@ieee.org</li> </ul> </div> </div> </div> <ul class="identifiers" id="full-view-identifiers"> <li> <span class="identifier pubmed"> <span class="id-label"> PMID: </span> <strong class="current-id" title="PubMed ID">21078577</strong> </span> </li> <li> <span class="identifier doi"> <span class="id-label"> DOI: </span> <a class="id-link" target="_blank" rel="noopener" ref="linksrc=article_id_link&article_id=10.1109/TIP.2010.2092435&id_type=DOI" href="https://doi.org/10.1109/tip.2010.2092435" data-ga-category="full_text" data-ga-action="DOI" > 10.1109/TIP.2010.2092435 </a> </span> </li> </ul> <div class="in-clipboard-label " hidden> Item in Clipboard </div> </div> <div class="short-view" id="short-view-heading"> <h1 class="heading-title"> Information content weighting for perceptual image quality assessment </h1> <div class="short-citation"> <span class="authors-list"> <span class="authors-list-item "><span class="full-name">Zhou Wang</span><span class="citation-separator"> et al.</span></span> </span> <span class="citation-journal"> IEEE Trans Image Process<span class="citation-separator">.</span> </span> <span class="date"> <span class="citation-year">2011 May</span><span class="citation-separator">.</span> </span> </div> <div class="more-article-details-section with-display-settings"> <button class="more-article-details" id="toggle-article-details" data-alt-text="Hide details" ref="linksrc=toggle_article_details" aria-controls="full-article-details" aria-expanded="false" data-fetch-url="/21078577/long-authors/" data-id-prefix=""> <span class="title">Show details</span> </button> <div class="display-options" data-format-key="format" data-default-format-value="abstract" data-current-format-value="abstract" role="region"> <button class="trigger usa-button" title="Change format" data-ga-category="display_options" data-ga-action="display_options_dialog"> <span class="button-label">Display options</span> </button> <div class="dropdown" hidden> <div class="title"> Display options </div> <div class="content"> <div class="format-container"> <span class="option-label"> Format </span> <select name="format" data-initial-value="abstract" aria-label="Display format" id="mobile-display-format"> <option value="abstract">Abstract</option> <option value="pubmed">PubMed</option> <option value="pmid">PMID</option> </select> </div> </div> </div> </div> </div> <div class="extended-article-details" id="full-article-details" aria-hidden="true"> <div class="article-citation"> <div class="article-source"> <div class="journal-actions dropdown-block"><button id="short-view-journal-trigger" class="journal-actions-trigger trigger" ref="linksrc=journal_actions_btn" title="IEEE transactions on image processing : a publication of the IEEE Signal Processing Society" tabindex="0" aria-controls="short-view-journal" aria-expanded="false" aria-label="Toggle dropdown menu for journal IEEE transactions on image processing : a publication of the IEEE Signal Processing Society" data-pinger-ignore> IEEE Trans Image Process </button><div id="short-view-journal" class="journal-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for journal IEEE transactions on image processing : a publication of the IEEE Signal Processing Society"><div class="title">Actions</div><div class="content"><ul class="journal-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22IEEE+Trans+Image+Process%22%5Bjour%5D&sort=date&sort_order=desc" data-href="/?term=%22IEEE+Trans+Image+Process%22%5Bjour%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_journal_name_link&journal_abbrev=IEEE Trans Image Process" data-ga-category="search" data-ga-action="journal_link" data-ga-label="IEEE Trans Image Process"> Search in PubMed </a></li><li><a class="search-in-nlm-catalog-link dropdown-block-link" ref ="linksrc=search_in_nlm_catalog_link" href="https://www.ncbi.nlm.nih.gov/nlmcatalog?term=%22IEEE+Trans+Image+Process%22%5BTitle+Abbreviation%5D" data-ga-category="search_catalog" data-ga-action="journal_link" data-ga-label="IEEE Trans Image Process"> Search in NLM Catalog </a></li><li><a class="add-to-search-link dropdown-block-link" ref ="linksrc=add_to_search_link" role="button" data-search-term='"IEEE Trans Image Process"[jour]' data-ga-category="search" data-ga-action="add_to_search" data-ga-label='"IEEE Trans Image Process"[jour]' href="#"> Add to Search </a></li></ul></div></div></div><span class="period">. </span><span class="cit">2011 May;20(5):1185-98.</span> </div> <span class="citation-doi"> doi: 10.1109/TIP.2010.2092435. </span> <span class="secondary-date"> Epub 2010 Nov 15. </span> </div> <div class="expanded-authors" id="short-view-expanded-authors"> <div class="authors"> <h3 class="title"> Authors </h3> <div class="authors-list"> <span class="authors-list-item "><a class="full-name" href="/?term=Wang+Z&cauthor_id=21078577" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Zhou Wang">Zhou Wang</a><sup class="affiliation-links"><span class="author-sup-separator"> </span><a class="affiliation-link" title="Department of Electrical and Computer Engineering, Universityof Waterloo, Waterloo, ON, N2L 3G1, Canada. zhouwang@ieee.org" href="#short-view-affiliation-1" ref="linksrc=author_aff"> 1 </a></sup><span class="comma">, </span></span><span class="authors-list-item "><a class="full-name" href="/?term=Li+Q&cauthor_id=21078577" ref="linksrc=author_name_link" data-ga-category="search" data-ga-action="author_link" data-ga-label="Qiang Li">Qiang Li</a></span> </div> </div> <div class="affiliations"> <h3 class="title"> Affiliation </h3> <ul class="item-list"> <li data-affiliation-id="short-view-affiliation-1" id="short-view-affiliation-1" ><sup class="key">1</sup> Department of Electrical and Computer Engineering, Universityof Waterloo, Waterloo, ON, N2L 3G1, Canada. zhouwang@ieee.org</li> </ul> </div> </div> <ul class="identifiers" id="short-view-identifiers"> <li> <span class="identifier pubmed"> <span class="id-label"> PMID: </span> <strong class="current-id" title="PubMed ID">21078577</strong> </span> </li> <li> <span class="identifier doi"> <span class="id-label"> DOI: </span> <a class="id-link" target="_blank" rel="noopener" ref="linksrc=article_id_link&article_id=10.1109/TIP.2010.2092435&id_type=DOI" href="https://doi.org/10.1109/tip.2010.2092435" data-ga-category="full_text" data-ga-action="DOI" > 10.1109/TIP.2010.2092435 </a> </span> </li> </ul> <div class="in-clipboard-label " hidden> Item in Clipboard </div> </div> </div> </header> <div class="actions-buttons inline"><div class="inner-wrap"><button class="full-text-links-button full-text-links-dialog-trigger" title="Open dialog with full text links" ref="linksrc=full_text_links"> Full text links </button><button class="citation-button citation-dialog-trigger" aria-label="Open dialog with citation text in different styles" data-ga-category="save_share" data-ga-action="cite" data-ga-label="open" data-all-citations-url="/21078577/citations/" data-citation-style="nlm" data-pubmed-format-link="/21078577/export/"><span class="button-label">Cite</span></button><button class="more-actions-button more-actions-dialog-trigger" title="Open dialog with more actions to take" ref="linksrc=more_actions_btn"></button><div class="display-options" data-format-key="format" data-default-format-value="abstract" data-current-format-value="abstract" role="region"><button class="trigger usa-button" title="Change format" data-ga-category="display_options" data-ga-action="display_options_dialog"><span class="button-label">Display options</span></button><div class="dropdown" hidden><div class="title"> Display options </div><div class="content"><div class="format-container"><span class="option-label"> Format </span><select name="format" data-initial-value="abstract" aria-label="Display format" id="inline-actions-display-format"><option value="abstract">Abstract</option><option value="pubmed">PubMed</option><option value="pmid">PMID</option></select></div></div></div></div></div></div> <div class="abstract" id="abstract"> <h2 class="title"> Abstract </h2> <div class="abstract-content selected" id="eng-abstract"> <p> Many state-of-the-art perceptual image quality assessment (IQA) algorithms share a common two-stage structure: local quality/distortion measurement followed by pooling. While significant progress has been made in measuring local image quality/distortion, the pooling stage is often done in ad-hoc ways, lacking theoretical principles and reliable computational models. This paper aims to test the hypothesis that when viewing natural images, the optimal perceptual weights for pooling should be proportional to local information content, which can be estimated in units of bit using advanced statistical models of natural images. Our extensive studies based upon six publicly-available subject-rated image databases concluded with three useful findings. First, information content weighting leads to consistent improvement in the performance of IQA algorithms. Second, surprisingly, with information content weighting, even the widely criticized peak signal-to-noise-ratio can be converted to a competitive perceptual quality measure when compared with state-of-the-art algorithms. Third, the best overall performance is achieved by combining information content weighting with multiscale structural similarity measures. </p> </div> </div> <p class="disclaimer" id="disclaimer"> <a href="/disclaimer/" target="_blank" ga_category="literature_resources" ga_action="disclaimer_link" ga_label="under_abstract">PubMed Disclaimer</a> </p> <div class="similar-articles" id="similar"> <h2 class="title"> Similar articles </h2> <ul class="articles-list" id="similar-articles-list"> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/25122572/" ref="article_id=25122572&linksrc=similar_articles_link&ordinalpos=1" data-ga-category="similar_article" data-ga-action="25122572" data-ga-label=""> VSI: a visual saliency-induced index for perceptual image quality assessment. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Zhang L, Shen Y, Li H.</span> <span class="docsum-authors short-authors">Zhang L, et al.</span> <span class="docsum-journal-citation full-journal-citation">IEEE Trans Image Process. 2014 Oct;23(10):4270-81. doi: 10.1109/TIP.2014.2346028. Epub 2014 Aug 7.</span> <span class="docsum-journal-citation short-journal-citation">IEEE Trans Image Process. 2014.</span> <span class="citation-part">PMID: <span class="docsum-pmid">25122572</span></span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/21292594/" ref="article_id=21292594&linksrc=similar_articles_link&ordinalpos=2" data-ga-category="similar_article" data-ga-action="21292594" data-ga-label=""> FSIM: a feature similarity index for image quality assessment. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Zhang L, Zhang L, Mou X, Zhang D.</span> <span class="docsum-authors short-authors">Zhang L, et al.</span> <span class="docsum-journal-citation full-journal-citation">IEEE Trans Image Process. 2011 Aug;20(8):2378-86. doi: 10.1109/TIP.2011.2109730. Epub 2011 Jan 31.</span> <span class="docsum-journal-citation short-journal-citation">IEEE Trans Image Process. 2011.</span> <span class="citation-part">PMID: <span class="docsum-pmid">21292594</span></span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/21521667/" ref="article_id=21521667&linksrc=similar_articles_link&ordinalpos=3" data-ga-category="similar_article" data-ga-action="21521667" data-ga-label=""> Blind image quality assessment: from natural scene statistics to perceptual quality. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Moorthy AK, Bovik AC.</span> <span class="docsum-authors short-authors">Moorthy AK, et al.</span> <span class="docsum-journal-citation full-journal-citation">IEEE Trans Image Process. 2011 Dec;20(12):3350-64. doi: 10.1109/TIP.2011.2147325. Epub 2011 Apr 25.</span> <span class="docsum-journal-citation short-journal-citation">IEEE Trans Image Process. 2011.</span> <span class="citation-part">PMID: <span class="docsum-pmid">21521667</span></span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/16479813/" ref="article_id=16479813&linksrc=similar_articles_link&ordinalpos=4" data-ga-category="similar_article" data-ga-action="16479813" data-ga-label=""> Image information and visual quality. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Sheikh HR, Bovik AC.</span> <span class="docsum-authors short-authors">Sheikh HR, et al.</span> <span class="docsum-journal-citation full-journal-citation">IEEE Trans Image Process. 2006 Feb;15(2):430-44. doi: 10.1109/tip.2005.859378.</span> <span class="docsum-journal-citation short-journal-citation">IEEE Trans Image Process. 2006.</span> <span class="citation-part">PMID: <span class="docsum-pmid">16479813</span></span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/39452406/" ref="article_id=39452406&linksrc=similar_articles_link&ordinalpos=5" data-ga-category="similar_article" data-ga-action="39452406" data-ga-label=""> Overview of High-Dynamic-Range Image Quality Assessment. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Liu Y, Tian Y, Wang S, Zhang X, Kwong S.</span> <span class="docsum-authors short-authors">Liu Y, et al.</span> <span class="docsum-journal-citation full-journal-citation">J Imaging. 2024 Sep 27;10(10):243. doi: 10.3390/jimaging10100243.</span> <span class="docsum-journal-citation short-journal-citation">J Imaging. 2024.</span> <span class="citation-part">PMID: <span class="docsum-pmid">39452406</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> <span class="publication-type spaced-citation-item citation-part">Review.</span> </div> </div> </li> </ul> <div class="actions-bar"> <a class="show-all-linked-articles" data-href="/?linkname=pubmed_pubmed&from_uid=21078577" data-ga-category="similar_article" data-ga-action="show_all" > See all similar articles </a> </div> </div> <div class="citedby-articles" id="citedby"> <h2 class="title"> Cited by </h2> <ul class="articles-list" id="citedby-articles-list"> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/39488675/" ref="article_id=39488675&linksrc=citedby_articles_link&ordinalpos=1" data-ga-category="cited_by" data-ga-action="39488675" data-ga-label=""> Transfer learning enabled transformer-based generative adversarial networks for modeling and generating terahertz channels. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Hu Z, Li Y, Han C.</span> <span class="docsum-authors short-authors">Hu Z, et al.</span> <span class="docsum-journal-citation full-journal-citation">Commun Eng. 2024 Nov 2;3(1):153. doi: 10.1038/s44172-024-00309-x.</span> <span class="docsum-journal-citation short-journal-citation">Commun Eng. 2024.</span> <span class="citation-part">PMID: <span class="docsum-pmid">39488675</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/39209864/" ref="article_id=39209864&linksrc=citedby_articles_link&ordinalpos=2" data-ga-category="cited_by" data-ga-action="39209864" data-ga-label=""> ConIQA: A deep learning method for perceptual image quality assessment with limited data. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Eybposh MH, Cai C, Moossavi A, Rodriguez-Romaguera J, Pégard NC.</span> <span class="docsum-authors short-authors">Eybposh MH, et al.</span> <span class="docsum-journal-citation full-journal-citation">Sci Rep. 2024 Aug 29;14(1):20066. doi: 10.1038/s41598-024-70469-5.</span> <span class="docsum-journal-citation short-journal-citation">Sci Rep. 2024.</span> <span class="citation-part">PMID: <span class="docsum-pmid">39209864</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/38921606/" ref="article_id=38921606&linksrc=citedby_articles_link&ordinalpos=3" data-ga-category="cited_by" data-ga-action="38921606" data-ga-label=""> Point Cloud Quality Assessment Using a One-Dimensional Model Based on the Convolutional Neural Network. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Laazoufi A, El Hassouni M, Cherifi H.</span> <span class="docsum-authors short-authors">Laazoufi A, et al.</span> <span class="docsum-journal-citation full-journal-citation">J Imaging. 2024 May 27;10(6):129. doi: 10.3390/jimaging10060129.</span> <span class="docsum-journal-citation short-journal-citation">J Imaging. 2024.</span> <span class="citation-part">PMID: <span class="docsum-pmid">38921606</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/38786567/" ref="article_id=38786567&linksrc=citedby_articles_link&ordinalpos=4" data-ga-category="cited_by" data-ga-action="38786567" data-ga-label=""> Review of Image Quality Assessment Methods for Compressed Images. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Jamil S.</span> <span class="docsum-authors short-authors">Jamil S.</span> <span class="docsum-journal-citation full-journal-citation">J Imaging. 2024 May 8;10(5):113. doi: 10.3390/jimaging10050113.</span> <span class="docsum-journal-citation short-journal-citation">J Imaging. 2024.</span> <span class="citation-part">PMID: <span class="docsum-pmid">38786567</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> <span class="publication-type spaced-citation-item citation-part">Review.</span> </div> </div> </li> <li class="full-docsum"> <div class="docsum-content" style="display:inline;"> <a class="docsum-title" href="/38620925/" ref="article_id=38620925&linksrc=citedby_articles_link&ordinalpos=5" data-ga-category="cited_by" data-ga-action="38620925" data-ga-label=""> DeSa COVID-19: Deep salient COVID-19 image-based quality assessment. </a> <div class="docsum-citation full-citation"> <span class="docsum-authors full-authors">Risnandar.</span> <span class="docsum-authors short-authors">Risnandar.</span> <span class="docsum-journal-citation full-journal-citation">J King Saud Univ Comput Inf Sci. 2022 Nov;34(10):9501-9512. doi: 10.1016/j.jksuci.2021.11.013. Epub 2021 Dec 6.</span> <span class="docsum-journal-citation short-journal-citation">J King Saud Univ Comput Inf Sci. 2022.</span> <span class="citation-part">PMID: <span class="docsum-pmid">38620925</span></span> <span class="free-resources spaced-citation-item citation-part">Free PMC article.</span> <span class="publication-type spaced-citation-item citation-part">Review.</span> </div> </div> </li> </ul> <div class="actions-bar"> <a class="show-all-linked-articles" data-href="/?linkname=pubmed_pubmed_citedin&from_uid=21078577" data-ga-category="cited_by" data-ga-action="show_all" > See all "Cited by" articles </a> </div> </div> <div id="publication-types" class="publication-types keywords-section"> <h2 class="title"> Publication types </h2> <ul class="keywords-list"><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link" aria-label="Toggle dropdown menu for keyword Research Support, Non-U.S. Gov't" tabindex="0" aria-controls="keyword-actions-publication-types-0" aria-expanded="false" data-pinger-ignore> Research Support, Non-U.S. Gov't </button><div id="keyword-actions-publication-types-0" class="keyword-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for keyword Research Support, Non-U.S. Gov't"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Research+Support%2C+Non-U.S.+Gov%27t%22%5Bpt%5D&sort=date&sort_order=desc" data-href="/?term=%22Research+Support%2C+Non-U.S.+Gov%27t%22%5Bpt%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_keyword_link&keyword="Research Support, Non-U.S. Gov't"[pt]" data-ga-category="search" data-ga-action="pub_type" data-ga-label="Research Support, Non-U.S. Gov't"> Search in PubMed </a></li><li><a class="search-in-mesh-link dropdown-block-link" ref="linksrc=search_in_mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh?term=Research+Support%2C+Non-U.S.+Gov%27t" data-ga-category="search_mesh" data-ga-action="pub_type_link" data-ga-label="Research Support, Non-U.S. Gov't"> Search in MeSH </a></li><li><a class="add-to-search-link dropdown-block-link" ref="linksrc=add_to_search_link" role="button" data-search-term=""Research Support, Non-U.S. Gov't"[pt]" data-ga-category="search" data-ga-action="add_to_search" data-ga-label=""Research Support, Non-U.S. Gov't"[pt]" href="#"> Add to Search </a></li></ul></div></div></div></li></ul> </div> <div id="mesh-terms" class="mesh-terms keywords-section"> <h2 class="title"> MeSH terms </h2> <ul class="keywords-list"><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link" aria-label="Toggle dropdown menu for keyword Algorithms" tabindex="0" aria-controls="keyword-actions-mesh-terms-0" aria-expanded="false" data-pinger-ignore> Algorithms </button><div id="keyword-actions-mesh-terms-0" class="keyword-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for keyword Algorithms"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Algorithms%22%5BMeSH%5D&sort=date&sort_order=desc" data-href="/?term=%22Algorithms%22%5BMeSH%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_keyword_link&mesh="Algorithms"[MeSH]" data-ga-category="search" data-ga-action="mesh_term" data-ga-label="Algorithms"> Search in PubMed </a></li><li><a class="search-in-mesh-link dropdown-block-link" ref="linksrc=search_in_mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh?term=Algorithms" data-ga-category="search_mesh" data-ga-action="mesh_term_link" data-ga-label="Algorithms"> Search in MeSH </a></li><li><a class="add-to-search-link dropdown-block-link" ref="linksrc=add_to_search_link" role="button" data-search-term=""Algorithms"[MeSH]" data-ga-category="search" data-ga-action="add_to_search" data-ga-label=""Algorithms"[MeSH]" href="#"> Add to Search </a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link" aria-label="Toggle dropdown menu for keyword Biomimetics" tabindex="0" aria-controls="keyword-actions-mesh-terms-1" aria-expanded="false" data-pinger-ignore> Biomimetics </button><div id="keyword-actions-mesh-terms-1" class="keyword-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for keyword Biomimetics"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Biomimetics%22%5BMeSH%5D&sort=date&sort_order=desc" data-href="/?term=%22Biomimetics%22%5BMeSH%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_keyword_link&mesh="Biomimetics"[MeSH]" data-ga-category="search" data-ga-action="mesh_term" data-ga-label="Biomimetics"> Search in PubMed </a></li><li><a class="search-in-mesh-link dropdown-block-link" ref="linksrc=search_in_mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh?term=Biomimetics" data-ga-category="search_mesh" data-ga-action="mesh_term_link" data-ga-label="Biomimetics"> Search in MeSH </a></li><li><a class="add-to-search-link dropdown-block-link" ref="linksrc=add_to_search_link" role="button" data-search-term=""Biomimetics"[MeSH]" data-ga-category="search" data-ga-action="add_to_search" data-ga-label=""Biomimetics"[MeSH]" href="#"> Add to Search </a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link" aria-label="Toggle dropdown menu for keyword Humans" tabindex="0" aria-controls="keyword-actions-mesh-terms-2" aria-expanded="false" data-pinger-ignore> Humans </button><div id="keyword-actions-mesh-terms-2" class="keyword-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for keyword Humans"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Humans%22%5BMeSH%5D&sort=date&sort_order=desc" data-href="/?term=%22Humans%22%5BMeSH%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_keyword_link&mesh="Humans"[MeSH]" data-ga-category="search" data-ga-action="mesh_term" data-ga-label="Humans"> Search in PubMed </a></li><li><a class="search-in-mesh-link dropdown-block-link" ref="linksrc=search_in_mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh?term=Humans" data-ga-category="search_mesh" data-ga-action="mesh_term_link" data-ga-label="Humans"> Search in MeSH </a></li><li><a class="add-to-search-link dropdown-block-link" ref="linksrc=add_to_search_link" role="button" data-search-term=""Humans"[MeSH]" data-ga-category="search" data-ga-action="add_to_search" data-ga-label=""Humans"[MeSH]" href="#"> Add to Search </a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link major" aria-label="Toggle dropdown menu for keyword Image Enhancement / methods*" tabindex="0" aria-controls="keyword-actions-mesh-terms-major-3" aria-expanded="false" data-pinger-ignore> Image Enhancement / methods* </button><div id="keyword-actions-mesh-terms-major-3" class="keyword-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for keyword Image Enhancement / methods*"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Image+Enhancement%2Fmethods%22%5BMAJR%5D&sort=date&sort_order=desc" data-href="/?term=%22Image+Enhancement%2Fmethods%22%5BMAJR%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_keyword_link&mesh="Image Enhancement/methods"[MAJR]" data-ga-category="search" data-ga-action="mesh_term" data-ga-label="Image Enhancement / methods*"> Search in PubMed </a></li><li><a class="search-in-mesh-link dropdown-block-link" ref="linksrc=search_in_mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh?term=Image+Enhancement" data-ga-category="search_mesh" data-ga-action="mesh_term_link" data-ga-label="Image Enhancement / methods*"> Search in MeSH </a></li><li><a class="add-to-search-link dropdown-block-link" ref="linksrc=add_to_search_link" role="button" data-search-term=""Image Enhancement/methods"[MAJR]" data-ga-category="search" data-ga-action="add_to_search" data-ga-label=""Image Enhancement/methods"[MAJR]" href="#"> Add to Search </a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link" aria-label="Toggle dropdown menu for keyword Information Storage and Retrieval / methods" tabindex="0" aria-controls="keyword-actions-mesh-terms-4" aria-expanded="false" data-pinger-ignore> Information Storage and Retrieval / methods </button><div id="keyword-actions-mesh-terms-4" class="keyword-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for keyword Information Storage and Retrieval / methods"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Information+Storage+and+Retrieval%2Fmethods%22%5BMeSH%5D&sort=date&sort_order=desc" data-href="/?term=%22Information+Storage+and+Retrieval%2Fmethods%22%5BMeSH%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_keyword_link&mesh="Information Storage and Retrieval/methods"[MeSH]" data-ga-category="search" data-ga-action="mesh_term" data-ga-label="Information Storage and Retrieval / methods"> Search in PubMed </a></li><li><a class="search-in-mesh-link dropdown-block-link" ref="linksrc=search_in_mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh?term=Information+Storage+and+Retrieval" data-ga-category="search_mesh" data-ga-action="mesh_term_link" data-ga-label="Information Storage and Retrieval / methods"> Search in MeSH </a></li><li><a class="add-to-search-link dropdown-block-link" ref="linksrc=add_to_search_link" role="button" data-search-term=""Information Storage and Retrieval/methods"[MeSH]" data-ga-category="search" data-ga-action="add_to_search" data-ga-label=""Information Storage and Retrieval/methods"[MeSH]" href="#"> Add to Search </a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link" aria-label="Toggle dropdown menu for keyword Reproducibility of Results" tabindex="0" aria-controls="keyword-actions-mesh-terms-5" aria-expanded="false" data-pinger-ignore> Reproducibility of Results </button><div id="keyword-actions-mesh-terms-5" class="keyword-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for keyword Reproducibility of Results"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Reproducibility+of+Results%22%5BMeSH%5D&sort=date&sort_order=desc" data-href="/?term=%22Reproducibility+of+Results%22%5BMeSH%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_keyword_link&mesh="Reproducibility of Results"[MeSH]" data-ga-category="search" data-ga-action="mesh_term" data-ga-label="Reproducibility of Results"> Search in PubMed </a></li><li><a class="search-in-mesh-link dropdown-block-link" ref="linksrc=search_in_mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh?term=Reproducibility+of+Results" data-ga-category="search_mesh" data-ga-action="mesh_term_link" data-ga-label="Reproducibility of Results"> Search in MeSH </a></li><li><a class="add-to-search-link dropdown-block-link" ref="linksrc=add_to_search_link" role="button" data-search-term=""Reproducibility of Results"[MeSH]" data-ga-category="search" data-ga-action="add_to_search" data-ga-label=""Reproducibility of Results"[MeSH]" href="#"> Add to Search </a></li></ul></div></div></div></li><li><div class="keyword-actions dropdown-block"><button class="keyword-actions-trigger trigger keyword-link" aria-label="Toggle dropdown menu for keyword Sensitivity and Specificity" tabindex="0" aria-controls="keyword-actions-mesh-terms-6" aria-expanded="false" data-pinger-ignore> Sensitivity and Specificity </button><div id="keyword-actions-mesh-terms-6" class="keyword-actions-dropdown dropdown dropdown-container" hidden aria-label="Dropdown menu for keyword Sensitivity and Specificity"><div class="title">Actions</div><div class="content"><ul class="keyword-actions-links"><li><a class="search-in-pubmed-link dropdown-block-link" href="/?term=%22Sensitivity+and+Specificity%22%5BMeSH%5D&sort=date&sort_order=desc" data-href="/?term=%22Sensitivity+and+Specificity%22%5BMeSH%5D&sort=date&sort_order=desc" ref="linksrc=search_in_pubmed_keyword_link&mesh="Sensitivity and Specificity"[MeSH]" data-ga-category="search" data-ga-action="mesh_term" data-ga-label="Sensitivity and Specificity"> Search in PubMed </a></li><li><a class="search-in-mesh-link dropdown-block-link" ref="linksrc=search_in_mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh?term=Sensitivity+and+Specificity" data-ga-category="search_mesh" data-ga-action="mesh_term_link" data-ga-label="Sensitivity and Specificity"> Search in MeSH </a></li><li><a class="add-to-search-link dropdown-block-link" ref="linksrc=add_to_search_link" role="button" data-search-term=""Sensitivity and Specificity"[MeSH]" data-ga-category="search" data-ga-action="add_to_search" data-ga-label=""Sensitivity and Specificity"[MeSH]" href="#"> Add to Search </a></li></ul></div></div></div></li></ul> </div> <div id="linkout" class="linkout"> <h2 class="title"> LinkOut - more resources </h2> <ul class="linkout-list"><li><h3 class="linkout-category">Full Text Sources</h3><ul class="linkout-category-links"><li><a href="https://doi.org/10.1109/TIP.2010.2092435" target="_blank" rel="noopener" ref="linksrc=linkout_link&PrId=6100&uid=21078577&db=pubmed&itool=Abstract&log$=linkoutlink&nlmid=9886191" data-ga-category="link_out" data-ga-action="Full Text Sources" data-ga-label="IEEE Engineering in Medicine and Biology Society" > IEEE Engineering in Medicine and Biology Society </a></li></ul></li><li><h3 class="linkout-category">Other Literature Sources</h3><ul class="linkout-category-links"><li><a href="https://www.lens.org/lens/search/patent/list?q=reference_cited.npl.ids.pmid:21078577" target="_blank" rel="noopener" ref="linksrc=linkout_link&PrId=8681&uid=21078577&db=pubmed&itool=Abstract&log$=linkoutlink&nlmid=9886191" data-ga-category="link_out" data-ga-action="Other Literature Sources" data-ga-label="The Lens - Patent Citations Database" > The Lens - Patent Citations Database </a></li></ul></li></ul> </div> </main> <div class="overlay" role="dialog" aria-label="Full Text Links Dialog"> <div id="full-text-links-dialog" class="dialog full-text-links-dialog"> <strong class="title">Full text links</strong> <button class="close-overlay" tabindex="2">[x]</button> <div class="full-text-links-list"> <a class="link-item dialog-focus" href="https://doi.org/10.1109/TIP.2010.2092435" target="_blank" rel="noopener" ref="linksrc=fulltextorjournal_fulltext&is_pmc=False&PrId=6100&itool=Abstract-def&log$=linkouticon&uid=21078577&db=pubmed&nlmid=9886191" title="See full text options at IEEE Engineering in Medicine and Biology Society" tabindex="1" data-ga-category="full_text" data-ga-action="IEEE Engineering in Medicine and Biology Society" data-ga-label="21078577" ><img src="https://cdn.ncbi.nlm.nih.gov/corehtml/query/egifs/http:--ieeexplore.ieee.org-images-ieee_pubmedv2_R2.gif" alt="full text provider logo"><span class="text"> IEEE Engineering in Medicine and Biology Society </span></a> </div> </div> </div> <div class="overlay" role="dialog" aria-label="Citation Dialog"> <div class="dialog citation-dialog"> <button class="close-overlay" tabindex="1">[x]</button> <div class="title">Cite</div> <div class="citation-text-block"> <div class="citation-text"></div> <div class="citation-actions"> <button class="copy-button dialog-focus" data-ga-category="save_share" data-ga-action="cite" data-ga-label="copy" tabindex="2"> Copy </button> <form method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="wojDWcBuoAXzB5tkgDftsGa35505iyZ8maxrEaXes3dkhKsVJO4oboFLSwy3yABW"> <button type="submit" class="export-button" data-ga-category="save_share" data-ga-action="cite" data-ga-label="download" title="Download a file for external citation management software" tabindex="3"> <span class="download-title">Download .nbib</span> <span class="download-title-mobile">.nbib</span> </button> </form> <div class="citation-style-selector-wrapper"> <label class="selector-label">Format:</label> <select aria-label="Format" class="citation-style-selector" tabindex="4"> <option data-style-url-name="ama" value="AMA" > AMA </option> <option data-style-url-name="apa" value="APA" > APA </option> <option data-style-url-name="mla" value="MLA" > MLA </option> <option data-style-url-name="nlm" value="NLM" selected="selected"> NLM </option> </select> </div> </div> </div> </div> </div> <div class="overlay" role="dialog" aria-label="More Actions Dialog"> <div id="more-actions-dialog" class="dialog more-actions-dialog"> <strong class="title">Send To</strong> <ul class="more-actions-links"> <li><a id="clipboard-trigger" role="button" class="submit-button clipboard-trigger clipboard-trigger-target dialog-focus link-item " href="#">Clipboard</a></li> <li><a class="email-trigger link-item" role="button" href="#">Email</a></li> <li><a class="save-trigger link-item" role="button" href="#">Save</a></li> <li><a class="link-item" role="button" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F21078577%2F%23open-bibliography-panel">My Bibliography</a></li> <li><a class="link-item" role="button" href="https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F21078577%2F%23open-collections-panel">Collections</a></li> <li><a class="citation-manager-trigger link-item" role="button" href="#">Citation Manager</a></li> </ul> <button class="close-overlay">[x]</button> </div> </div> </div> <div id="ncbi-footer"> <div class="literature-footer" role="complementary" title="Links to NCBI Literature Resources"> <div class="usa-grid"> <p class="literature-footer-text">NCBI Literature Resources</p> <p class="literature-footer-text"> <a class="literature-footer-link" data-ga-category="literature_resources" data-ga-action="mesh_link" href="https://www.ncbi.nlm.nih.gov/mesh/">MeSH</a> <a class="literature-footer-link" data-ga-category="literature_resources" data-ga-action="pmc_link" href="https://www.ncbi.nlm.nih.gov/pmc/">PMC</a> <a class="literature-footer-link" data-ga-category="literature_resources" data-ga-action="bookshelf_link" href="https://www.ncbi.nlm.nih.gov/books">Bookshelf</a> <a class="literature-footer-link" data-ga-category="literature_resources" data-ga-action="disclaimer_link" href="/disclaimer/">Disclaimer</a> </p> <p class="literature-footer-text attribution-statement">The PubMed wordmark and PubMed logo are registered trademarks of the U.S. Department of Health and Human Services (HHS). Unauthorized use of these marks is strictly prohibited.</p> </div> </div>  <footer> <section class="icon-section"> <div id="icon-section-header" class="icon-section_header">Follow NCBI</div> <div class="grid-container container"> <div class="icon-section_container"> <a class="footer-icon" id="footer_twitter" href="https://twitter.com/ncbi" aria-label="Twitter"> <svg width="40" height="40" viewBox="0 0 40 37" fill="none" xmlns="http://www.w3.org/2000/svg"> <title>Twitter</title> <g id="twitterx1008"> <path id="path1008" d="M6.06736 7L16.8778 20.8991L6.00001 32.2H10.2L18.6 23.1L25.668 32.2H34L22.8 17.5L31.9 7H28.4L20.7 15.4L14.401 7H6.06898H6.06736ZM9.66753 8.73423H12.9327L29.7327 30.4658H26.5697L9.66753 8.73423Z" fill="#5B616B"/> </g> </svg> </a> <a class="footer-icon" id="footer_facebook" href="https://www.facebook.com/ncbi.nlm" aria-label="Facebook"><svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 300 300"> <title>Facebook</title> <path class="cls-11" d="M210.5,115.12H171.74V97.82c0-8.14,5.39-10,9.19-10h27.14V52l-39.32-.12c-35.66,0-42.42,26.68-42.42,43.77v19.48H99.09v36.32h27.24v109h45.41v-109h35Z"> </path> </svg></a> <a class="footer-icon" id="footer_linkedin" href="https://www.linkedin.com/company/ncbinlm" aria-label="LinkedIn"><svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 300 300"> <title>LinkedIn</title> <path class="cls-11" d="M101.64,243.37H57.79v-114h43.85Zm-22-131.54h-.26c-13.25,0-21.82-10.36-21.82-21.76,0-11.65,8.84-21.15,22.33-21.15S101.7,78.72,102,90.38C102,101.77,93.4,111.83,79.63,111.83Zm100.93,52.61A17.54,17.54,0,0,0,163,182v61.39H119.18s.51-105.23,0-114H163v13a54.33,54.33,0,0,1,34.54-12.66c26,0,44.39,18.8,44.39,55.29v58.35H198.1V182A17.54,17.54,0,0,0,180.56,164.44Z"> </path> </svg></a> <a class="footer-icon" id="footer_github" href="https://github.com/ncbi" aria-label="GitHub"><svg data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 300 300"> <defs> <style> .cls-11, .cls-12 { fill: #737373; } .cls-11 { fill-rule: evenodd; } </style> </defs> <title>GitHub</title> <path class="cls-11" d="M151.36,47.28a105.76,105.76,0,0,0-33.43,206.1c5.28,1,7.22-2.3,7.22-5.09,0-2.52-.09-10.85-.14-19.69-29.42,6.4-35.63-12.48-35.63-12.48-4.81-12.22-11.74-15.47-11.74-15.47-9.59-6.56.73-6.43.73-6.43,10.61.75,16.21,10.9,16.21,10.9,9.43,16.17,24.73,11.49,30.77,8.79,1-6.83,3.69-11.5,6.71-14.14C108.57,197.1,83.88,188,83.88,147.51a40.92,40.92,0,0,1,10.9-28.39c-1.1-2.66-4.72-13.42,1-28,0,0,8.88-2.84,29.09,10.84a100.26,100.26,0,0,1,53,0C198,88.3,206.9,91.14,206.9,91.14c5.76,14.56,2.14,25.32,1,28a40.87,40.87,0,0,1,10.89,28.39c0,40.62-24.74,49.56-48.29,52.18,3.79,3.28,7.17,9.71,7.17,19.58,0,14.15-.12,25.54-.12,29,0,2.82,1.9,6.11,7.26,5.07A105.76,105.76,0,0,0,151.36,47.28Z"> </path> <path class="cls-12" d="M85.66,199.12c-.23.52-1.06.68-1.81.32s-1.2-1.06-.95-1.59,1.06-.69,1.82-.33,1.21,1.07.94,1.6Zm-1.3-1"> </path> <path class="cls-12" d="M90,203.89c-.51.47-1.49.25-2.16-.49a1.61,1.61,0,0,1-.31-2.19c.52-.47,1.47-.25,2.17.49s.82,1.72.3,2.19Zm-1-1.08"> </path> <path class="cls-12" d="M94.12,210c-.65.46-1.71,0-2.37-.91s-.64-2.07,0-2.52,1.7,0,2.36.89.65,2.08,0,2.54Zm0,0"></path> <path class="cls-12" d="M99.83,215.87c-.58.64-1.82.47-2.72-.41s-1.18-2.06-.6-2.7,1.83-.46,2.74.41,1.2,2.07.58,2.7Zm0,0"> </path> <path class="cls-12" d="M107.71,219.29c-.26.82-1.45,1.2-2.64.85s-2-1.34-1.74-2.17,1.44-1.23,2.65-.85,2,1.32,1.73,2.17Zm0,0"> </path> <path class="cls-12" d="M116.36,219.92c0,.87-1,1.59-2.24,1.61s-2.29-.68-2.3-1.54,1-1.59,2.26-1.61,2.28.67,2.28,1.54Zm0,0"> </path> <path class="cls-12" d="M124.42,218.55c.15.85-.73,1.72-2,1.95s-2.37-.3-2.52-1.14.73-1.75,2-2,2.37.29,2.53,1.16Zm0,0"></path> </svg></a> <a class="footer-icon" id="footer_blog" href="https://ncbiinsights.ncbi.nlm.nih.gov/" aria-label="Blog"> <svg id="Layer_1" data-name="Layer 1" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 40 40"><defs><style>.cls-1{fill:#737373;}</style></defs><path class="cls-1" d="M14,30a4,4,0,1,1-4-4,4,4,0,0,1,4,4Zm11,3A19,19,0,0,0,7.05,15a1,1,0,0,0-1,1v3a1,1,0,0,0,.93,1A14,14,0,0,1,20,33.07,1,1,0,0,0,21,34h3a1,1,0,0,0,1-1Zm9,0A28,28,0,0,0,7,6,1,1,0,0,0,6,7v3a1,1,0,0,0,1,1A23,23,0,0,1,29,33a1,1,0,0,0,1,1h3A1,1,0,0,0,34,33Z"/></svg> </a> </div> </div> </section> <section class="container-fluid bg-primary"> <div class="container pt-5"> <div class="row mt-3"> <div class="col-lg-3 col-12"> <p><a class="text-white" href="https://www.nlm.nih.gov/socialmedia/index.html">Connect with NLM</a></p> <ul class="list-inline social_media"> <li class="list-inline-item"><a href="https://twitter.com/NLM_NIH" aria-label="Twitter" target="_blank" rel="noopener noreferrer"> <svg width="35" height="35" viewBox="0 0 38 35" fill="none" xmlns="http://www.w3.org/2000/svg"> <title>Twitter</title> <g id="twitterx1009" clip-path="url(#clip0_65276_3946)"> <path id="Vector" d="M17.5006 34.6565C26.9761 34.6565 34.6575 26.9751 34.6575 17.4996C34.6575 8.02416 26.9761 0.342773 17.5006 0.342773C8.02514 0.342773 0.34375 8.02416 0.34375 17.4996C0.34375 26.9751 8.02514 34.6565 17.5006 34.6565Z" fill="#205493" stroke="white" stroke-width="1.2" stroke-miterlimit="10"></path> <path id="path1009" d="M8.54811 8.5L16.2698 18.4279L8.50001 26.5H11.5L17.5 20L22.5486 26.5H28.5L20.5 16L27 8.5H24.5L19 14.5L14.5007 8.5H8.54927H8.54811ZM11.1197 9.73873H13.4519L25.4519 25.2613H23.1926L11.1197 9.73873Z" fill="white"></path> </g> <defs> <clipPath id="clip0_65276_3946"> <rect width="38" height="38" fill="white"></rect> </clipPath> </defs> </svg></a> </li> <li class="list-inline-item"><a href="https://www.facebook.com/nationallibraryofmedicine" aria-label="Facebook" rel="noopener noreferrer" target="_blank"> <svg version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 249 249" style="enable-background:new 0 0 249 249;" xml:space="preserve"> <style type="text/css"> .st10 { fill: #FFFFFF; } .st110 { fill: none; stroke: #FFFFFF; stroke-width: 8; stroke-miterlimit: 10; } </style> <title>SM-Facebook</title> <g> <g> <path class="st10" d="M159,99.1h-24V88.4c0-5,3.3-6.2,5.7-6.2h16.8V60l-24.4-0.1c-22.1,0-26.2,16.5-26.2,27.1v12.1H90v22.5h16.9 v67.5H135v-67.5h21.7L159,99.1z"></path> </g> </g> <circle class="st110" cx="123.6" cy="123.2" r="108.2"></circle> </svg> </a></li> <li class="list-inline-item"><a href="https://www.youtube.com/user/NLMNIH" aria-label="Youtube" target="_blank" rel="noopener noreferrer"><svg version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px" viewBox="0 0 249 249" style="enable-background:new 0 0 249 249;" xml:space="preserve"> <title>SM-Youtube</title> <style type="text/css"> .st4 { fill: none; stroke: #FFFFFF; stroke-width: 8; stroke-miterlimit: 10; } .st5 { fill: #FFFFFF; } </style> <circle class="st4" cx="124.2" cy="123.4" r="108.2"></circle> <g transform="translate(0,-952.36218)"> <path class="st5" d="M88.4,1037.4c-10.4,0-18.7,8.3-18.7,18.7v40.1c0,10.4,8.3,18.7,18.7,18.7h72.1c10.4,0,18.7-8.3,18.7-18.7 v-40.1c0-10.4-8.3-18.7-18.7-18.7H88.4z M115.2,1058.8l29.4,17.4l-29.4,17.4V1058.8z"></path> </g> </svg></a></li> </ul> </div> <div class="col-lg-3 col-12"> <p class="address_footer text-white">National Library of Medicine<br> <a href="https://www.google.com/maps/place/8600+Rockville+Pike,+Bethesda,+MD+20894/@38.9959508,-77.101021,17z/data=!3m1!4b1!4m5!3m4!1s0x89b7c95e25765ddb:0x19156f88b27635b8!8m2!3d38.9959508!4d-77.0988323" class="text-white" target="_blank" rel="noopener noreferrer">8600 Rockville Pike<br> Bethesda, MD 20894</a></p> </div> <div class="col-lg-3 col-12 centered-lg"> <p><a href="https://www.nlm.nih.gov/web_policies.html" class="text-white">Web Policies</a><br> <a href="https://www.nih.gov/institutes-nih/nih-office-director/office-communications-public-liaison/freedom-information-act-office" class="text-white">FOIA</a><br> <a href="https://www.hhs.gov/vulnerability-disclosure-policy/index.html" class="text-white" id="vdp">HHS Vulnerability Disclosure</a></p> </div> <div class="col-lg-3 col-12 centered-lg"> <p><a class="supportLink text-white" href="https://support.nlm.nih.gov/">Help</a><br> <a href="https://www.nlm.nih.gov/accessibility.html" class="text-white">Accessibility</a><br> <a href="https://www.nlm.nih.gov/careers/careers.html" class="text-white">Careers</a></p> </div> </div> <div class="row"> <div class="col-lg-12 centered-lg"> <nav class="bottom-links"> <ul class="mt-3"> <li> <a class="text-white" href="//www.nlm.nih.gov/">NLM</a> </li> <li> <a class="text-white" href="https://www.nih.gov/">NIH</a> </li> <li> <a class="text-white" href="https://www.hhs.gov/">HHS</a> </li> <li> <a class="text-white" href="https://www.usa.gov/">USA.gov</a> </li> </ul> </nav> </div> </div> </div> </section> </footer>   <script type="text/javascript"> var nwds_version = "1.2.3"; var meta_nwds_ver = document.createElement('meta'); meta_nwds_ver.name = 'ncbi_nwds_ver'; meta_nwds_ver.content = nwds_version; document.getElementsByTagName('head')[0].appendChild(meta_nwds_ver); var meta_nwds = document.createElement('meta'); meta_nwds.name = 'ncbi_nwds'; meta_nwds.content = 'yes'; document.getElementsByTagName('head')[0].appendChild(meta_nwds); var alertsUrl = "/core/alerts/alerts.js"; if (typeof ncbiBaseUrl !== 'undefined') { alertsUrl = ncbiBaseUrl + alertsUrl; } </script> </div>  <script src="https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/CACHE/js/output.293fbf76aa18.js"></script>  <script src="https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/CACHE/js/output.550e9c8906a2.js"></script> <script> ncbi.awesome.basePage.init({ userInfo: { isLoggedIn: false, username: "", loginUrl: "https://account.ncbi.nlm.nih.gov/?back_url=https%3A%2F%2Fpubmed.ncbi.nlm.nih.gov%2F21078577%2F", logoutUrl: "https://www.ncbi.nlm.nih.gov/account/signout/?back_url=https%3A//pubmed.ncbi.nlm.nih.gov/21078577/" }, baseUrl: 'https://www.ncbi.nlm.nih.gov', noSessionCookieName: "pm-ns", searchIdCookieName: "pm-sid", adjNavSearchIdCookieName: "pm-adjnav-sid", searchFormSubmittedCookieName: "pm-sfs", isOnSearchPageCookieName: "pm-iosp", backToSearchCookieName: "pm-btsl", clinicalSeeAllCookieName: "pm-csa", jsCookieDomain: "pubmed.ncbi.nlm.nih.gov", userShareRequestFailed: "", noSharedSettings: "myncbi_no_shared_settings", noSharedAccount: "myncbi_no_shared_account" }); </script> <script type="module"> import dismissableNCBIAlert from "https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/core/dismissable-ncbi-alert.js"; jQuery.getScript("https://www.ncbi.nlm.nih.gov/core/alerts/alerts.js", function () { galert(['body > *:last-child']); dismissableNCBIAlert(); }).fail(function() { }); </script> <script defer type="text/javascript" src="https://cdn.ncbi.nlm.nih.gov/core/pinger/pinger.js"> </script> <script src="https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/CACHE/js/output.04d45d85d031.js"></script> <script> ncbi.awesome.articlePage.init({ baseSuggestionsUrl: "/suggestions/", mathJaxUrl: "https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/mathjax/unpacked/MathJax.js?config=MML_CHTML", clipboardAPIRoot: "/ajax/clipboard/", clipboardNextPageUrl: "/clipboard-next-page/", searchIdCookieName: "pm-sid", searchFormSubmittedCookieName: "pm-sfs", backToSearchCookieName: "pm-btsl", jsCookieDomain: "pubmed.ncbi.nlm.nih.gov", longTermPrefix: "longquery", adjNavURLPath: "/21078577/adj-nav/", adjNavSearchIdCookieName: "pm-adjnav-sid", articlePageUrl: "/21078577/", markJSUrl: "https://cdn.ncbi.nlm.nih.gov/pubmed/0d576970-ea4f-4f8d-9bab-bf51569c42d2/mark.js/dist/jquery.mark.js", termHighlightColor: "", highlightedTokens: "", citeFormatPreferenceCookieName: "pm-cf" }); </script> </body> </html>

CINXE.COM

Information content weighting for perceptual image quality assessment - PubMed