MagicAnimate: Temporally Consistent Human Image Animation using Diffusion Model

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107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Wangt-CN/DisCo </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 1,059 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> <div class="col-md-1"> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="NU4Szm6RcQmcftzfu8doTDK1sKSK6fZWT9ui66RMujweIdZOcdVBOuu50w7T0783"> <input type="hidden" name="remove_code_pk" value="1361004"> <button type="submit" class="btn btn-danger">- </button> </form> </div> </div> </div> </div> </form> </div> </div> </div>  <div class="modal fade" id="changeOfficialCode" tabindex="-1" role="dialog" aria-labelledby="changeOfficialCodeLabel" aria-hidden="true"> <div class="modal-dialog modal-lg" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="changeOfficialCodeLabel"> Mark the official implementation from paper authors </h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post" id="official-pgr-form"> <input type="hidden" name="csrfmiddlewaretoken" value="NU4Szm6RcQmcftzfu8doTDK1sKSK6fZWT9ui66RMujweIdZOcdVBOuu50w7T0783"> <input type="hidden" name="official_pgr_ids" id="official-pgr-ids" /> <div class="modal-body"> <div class="paper-implementations"> <div class="row align-items-center"> <div class="col-md-5"> <div class="paper-impl-cell"> <a href="https://github.com/magic-research/magic-animate" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> magic-research/magic-animate </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 10,491 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="2307991" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="2307991" > </div> </div> <div class="row align-items-center"> <div class="col-md-5"> <div class="paper-impl-cell"> <a href="https://github.com/Wangt-CN/DisCo" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Wangt-CN/DisCo </a> </div> </div> <div class="col-md-3"> <div class="paper-impl-cell"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 1,059 </div> </div> <div class="col-md-2"> <div class="paper-impl-cell"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" class="official-pgr-input official-pgr-radio radios-version-element" value="2260086" > <input type="checkbox" class="official-pgr-input official-pgr-checkbox checkboxes-version-element" value="2260086" > </div> </div> <div class="radios-version-element"> <hr/> <div class="row align-items-center justify-content-between"> <div class="col-md-5"> <div class="paper-impl-cell"> There is no official implementation </div> </div> <div class="col-md-2 text-center"> <input type="radio" name="official-pgr-radio" value="" class="official-pgr-input official-pgr-radio" checked > </div> </div> </div> <hr/> <div class="row align-items-center justify-content-between"> <div class="col-md-5"> <div class="paper-impl-cell"> Multiple official implementations </div> </div> <div class="col-md-2 text-center"> <div class="custom-control custom-switch"> <input type="checkbox" class="custom-control-input" id="official-pgr-multiple-switch"> <label class="custom-control-label" for="official-pgr-multiple-switch" id="official-pgr-multiple-switch-label"></label> </div> </div> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary">Submit </button> </div> </form> </div> </div> </div>  <div class="modal fade" id="addRow" role="dialog" aria-labelledby="addRowLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addRowLabel">Add a new evaluation result row</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <input type="hidden" name="csrfmiddlewaretoken" value="NU4Szm6RcQmcftzfu8doTDK1sKSK6fZWT9ui66RMujweIdZOcdVBOuu50w7T0783"> <div id="div_id_task" class="form-group"> <label for="id_task" class=" requiredField"> Task:<span class="asteriskField">*</span> </label> <div class=""> <select name="task" class="select form-control" required id="id_task"> <option value="" selected>---------</option> <option value="707">Image Animation</option> </select> </div> </div> <div class="add-task-hint"> Not in the list? <a href="#addTask" data-bs-toggle="modal" data-bs-dismiss="modal">Add a task.</a> </div> <div id="div_id_dataset" class="form-group"> <label for="id_dataset" class=" requiredField"> Dataset:<span class="asteriskField">*</span> </label> <div class=""> <select name="dataset" class="modelselect2 form-control" required id="id_dataset" data-autocomplete-light-language="en" data-autocomplete-light-url="/dataset-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_model_name" class="form-group"> <label for="id_model_name" class=" requiredField"> Model name:<span class="asteriskField">*</span> </label> <div class=""> <input type="text" name="model_name" class="textinput textInput form-control" required id="id_model_name"> </div> </div> <div id="div_id_metric" class="form-group"> <label for="id_metric" class=" requiredField"> Metric name:<span class="asteriskField">*</span> </label> <div class=""> <select name="metric" class="modelselect2 form-control" required id="id_metric" data-autocomplete-light-language="en" data-autocomplete-light-url="/metric-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="sota-metric-names"> </div> <div class="form-group"> <div id="div_id_metric_higher_is_better" class="form-check"> <input type="checkbox" name="metric_higher_is_better" class="checkboxinput form-check-input" id="id_metric_higher_is_better"> <label for="id_metric_higher_is_better" class="form-check-label"> Higher is better (for the metric) </label> </div> </div> <div id="div_id_metric_value" class="form-group"> <label for="id_metric_value" class=" requiredField"> Metric value:<span class="asteriskField">*</span> </label> <div class=""> <input type="text" name="metric_value" class="textinput textInput form-control" required id="id_metric_value"> </div> </div> <div id="sota-metric-values"> </div> <div class="form-group"> <div id="div_id_uses_additional_data" class="form-check"> <input type="checkbox" name="uses_additional_data" class="checkboxinput form-check-input" id="id_uses_additional_data"> <label for="id_uses_additional_data" class="form-check-label"> Uses extra training data </label> </div> </div> <div id="div_id_evaluated_on" class="form-group"> <label for="id_evaluated_on" class=""> Data evaluated on </label> <div class=""> <input type="text" name="evaluated_on" value="2023-11-27" autocomplete="off" class="dateinput form-control" id="id_evaluated_on"> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div>  <div class="modal fade" id="removeRow" role="dialog" aria-labelledby="removeRowLabel" aria-hidden="true"> <div class="modal-dialog modal-lg" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeRowLabel">Add a new evaluation result row</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <div class="sota-table"> <table class="table-striped"> <tr> <th>TASK</th> <th>DATASET</th> <th>MODEL</th> <th>METRIC NAME</th> <th>METRIC VALUE</th> <th>GLOBAL RANK</th> <th>REMOVE</th> </tr> </table> </div> </div> </form> </div> </div> </div>  <div class="modal fade" id="addTask" role="dialog" aria-labelledby="addTaskLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addTaskLabel">Add a task</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <div class="current-tasks-title">Attached tasks:</div> <ul class="list-unstyled"> <li> <a href="/task/image-animation"> <span class="badge badge-primary">IMAGE ANIMATION</span> </a> </li> </ul> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="NU4Szm6RcQmcftzfu8doTDK1sKSK6fZWT9ui66RMujweIdZOcdVBOuu50w7T0783"> <div id="div_id_task" class="form-group"> <label for="id_task" class=""> Add: </label> <div class=""> <select name="task" class="modelselect2 form-control" id="id_task" data-autocomplete-light-language="en" data-autocomplete-light-url="/task-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div class="modal-help-text"> Not in the list?<br/> <a href="#" id="new-task-form-toggle"> <span class=" icon-wrapper icon-ion" data-name="add"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path fill="none" stroke="#000" stroke-linecap="round" stroke-linejoin="round" stroke-width="32" d="M256 112v288m144-144H112"/></svg></span> Create a new task</a>. </div> <div id="new-task-form" style="display: none"> <div id="div_id_new_task_name" class="form-group"> <label for="id_new_task_name" class=""> New task name: </label> <div class=""> <input type="text" name="new_task_name" maxlength="200" class="textinput textInput form-control" id="id_new_task_name"> </div> </div> <div id="div_id_new_task_area" class="form-group"> <label for="id_new_task_area" class=""> Top-level area: </label> <div class=""> <select name="new_task_area" class="select form-control" id="id_new_task_area"> <option value="" selected>---------</option> <option value="17">Adversarial</option> <option value="18">Audio</option> <option value="11">Computer Code</option> <option value="3">Computer Vision</option> <option value="9">Graphs</option> <option value="15">Knowledge Base</option> <option value="7">Medical</option> <option value="6">Methodology</option> <option value="5">Miscellaneous</option> <option value="12">Music</option> <option value="4">Natural Language Processing</option> <option value="13">Playing Games</option> <option value="14">Reasoning</option> <option value="16">Robots</option> <option value="10">Speech</option> <option value="8">Time Series</option> </select> </div> </div> <div id="div_id_new_task_parent" class="form-group"> <label for="id_new_task_parent" class=""> Parent task (if any): </label> <div class=""> <select name="new_task_parent" class="modelselect2 form-control" id="id_new_task_parent" data-autocomplete-light-language="en" data-autocomplete-light-url="/task-and-tag-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_new_task_desc" class="form-group"> <label for="id_new_task_desc" class=""> Description: </label> <div class=""> <textarea name="new_task_desc" cols="40" rows="3" class="textarea form-control" id="id_new_task_desc"> </textarea> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary"> Submit </button> </div> </form> </div> </div> </div> </div>  <div class="modal fade" id="removeTask" tabindex="-1" role="dialog" aria-labelledby="removeTaskLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="removeTaskLabel">Remove a task</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <form action="" method="post"> <div class="modal-body"> <ul class="list-unstyled paper-tasks"> <form action="" method="post"> <li> <a href="/task/image-animation"> <span class="badge badge-primary"> <img src="https://production-media.paperswithcode.com/tasks/default.gif"> <span>Image Animation</span> </span> </a> <input type="hidden" name="csrfmiddlewaretoken" value="NU4Szm6RcQmcftzfu8doTDK1sKSK6fZWT9ui66RMujweIdZOcdVBOuu50w7T0783"> <input type="hidden" name="remove_task_pk" value="707"> <button type="submit" class="btn btn-danger" style="width:2.5em">- </button> </li> </form> </ul> </div> </form> </div> </div> </div>  <div class="modal fade" id="addMethod" role="dialog" aria-labelledby="addMethodLabel" aria-hidden="true"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-header"> <h5 class="modal-title" id="addMethodLabel">Add a method</h5> <button type="button" class="close btn-close" data-bs-dismiss="modal" aria-label="Close"> <span aria-hidden="true">×</span> </button> </div> <div class="modal-body"> <div class="current-methods-title">Attached methods:</div> <ul class="list-unstyled"> <li> <a href="/method/diffusion"> <span class="badge badge-primary">DIFFUSION</span> </a> </li> </ul> <form action="" method="post"> <input type="hidden" name="csrfmiddlewaretoken" value="NU4Szm6RcQmcftzfu8doTDK1sKSK6fZWT9ui66RMujweIdZOcdVBOuu50w7T0783"> <div id="div_id_method" class="form-group"> <label for="id_method" class=""> Add: </label> <div class=""> <select name="method" class="modelselect2 form-control" id="id_method" data-autocomplete-light-language="en" data-autocomplete-light-url="/method-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div class="modal-help-text"> Not in the list?<br/> <a href="#" id="new-method-form-toggle"> <span class=" icon-wrapper icon-ion" data-name="add"><svg 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class="form-group"> <label for="id_new_method_paper" class=""> <b>Paper where method was first introduced</b>: </label> <div class=""> <select name="new_method_paper" class="modelselect2 form-control" id="id_new_method_paper" data-autocomplete-light-language="en" data-autocomplete-light-url="/paper-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> </div> </div> <div id="div_id_new_method_collection" class="form-group"> <label for="id_new_method_collection" class=""> <b>Method category</b> (e.g. Activation Functions): <i>If no match, add something for now then you can add a new category afterwards.</i> </label> <div class=""> <select name="new_method_collection" class="modelselect2 form-control" id="id_new_method_collection" data-autocomplete-light-language="en" data-autocomplete-light-url="/method-collection-autocomplete/" data-autocomplete-light-function="select2"> <option value="" selected>---------</option> </select> 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padding-bottom: 15px;font-size:14px;"> Paper introduces a new dataset? <div style="padding-top:4px"> <a href="/contribute/dataset/new"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="plus-circle"><svg viewBox="0 0 512 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M256 9.998c137 0 248 111 248 248s-111 248-248 248-248-111-248-248 111-248 248-248zm144 276v-56c0-6.6-5.4-12-12-12h-92v-92c0-6.6-5.4-12-12-12h-56c-6.6 0-12 5.4-12 12v92h-92c-6.6 0-12 5.4-12 12v56c0 6.6 5.4 12 12 12h92v92c0 6.6 5.4 12 12 12h56c6.6 0 12-5.4 12-12v-92h92c6.6 0 12-5.4 12-12z"/></svg></span> Add a new dataset here </a> </div> </div> </div> <div class="modal-footer"> <button type="submit" class="btn btn-primary" name="edit-datasets"> Save </button> </div> </form> </div> </div> </div> </template> <div class="container content content-buffer "> <main> <div class="paper-title"> <div class="row"> <div class="col-md-12"> <h1> MagicAnimate: Temporally Consistent Human Image Animation using Diffusion Model </h1> <div class="authors"> <p> <span class="item-conference-link"> <a href="/conference/cvpr-2024-1"> CVPR 2024 </a> </span>  ·  <span class="author-span"> <a href="/author/zhongcong-xu">Zhongcong Xu</a></span>, <span class="author-span"> <a href="/author/jianfeng-zhang">Jianfeng Zhang</a></span>, <span class="author-span"> <a href="/author/jun-hao-liew">Jun Hao Liew</a></span>, <span class="author-span"> <a href="/author/hanshu-yan">Hanshu Yan</a></span>, <span class="author-span"> <a href="/author/jia-wei-liu">Jia-Wei Liu</a></span>, <span class="author-span"> <a href="/author/chenxu-zhang">Chenxu Zhang</a></span>, <span class="author-span"> <a href="/author/jiashi-feng">Jiashi Feng</a></span>, <span class="author-span"> <a href="/author/mike-zheng-shou">Mike Zheng Shou</a></span> <span class="hidden-element">· </span><button type="button" class="badge-edit" data-bs-toggle="modal" data-bs-toggle="modal" data-bs-target="#loginModal"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 8.5v157.8c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-352c0-26.5 21.5-48 48-48h285.8c10.7 0 16.1 12.9 8.5 20.5l-40 40c-2.3 2.2-5.3 3.5-8.5 3.5H64v320h320v-101.8z"/></svg></span> <span>Edit social preview</span> </button> </p> </div> </div> </div> </div> <div class="paper-abstract"> <div class="row"> <div class="col-md-12"> <p> This paper studies the human image animation task, which aims to generate a video of a certain reference identity following a particular motion sequence. Existing animation works typically employ the frame-warping technique to animate the reference image towards the target motion. Despite achieving reasonable results, these approaches face challenges in maintaining temporal consistency throughout the animation due to the lack of temporal modeling and poor preservation of reference identity. In this work, we introduce MagicAnimate, a diffusion-based framework that aims at enhancing temporal consistency, preserving reference image faithfully, and improving animation fidelity. To achieve this, we first develop a video diffusion model to encode temporal information. Second, to maintain the appearance coherence across frames, we introduce a novel appearance encoder to retain the intricate details of the reference image. Leveraging these two innovations, we further employ a simple video fusion technique to encourage smooth transitions for long video animation. Empirical results demonstrate the superiority of our method over baseline approaches on two benchmarks. Notably, our approach outperforms the strongest baseline by over 38% in terms of video fidelity on the challenging TikTok dancing dataset. Code and model will be made available. </p> <a href="https://arxiv.org/pdf/2311.16498v1.pdf" onclick="captureOutboundLink('https://arxiv.org/pdf/2311.16498v1.pdf'); return true;" class="badge badge-light "> <span class=" icon-wrapper icon-fa icon-fa-regular" data-name="file-pdf"><svg viewBox="0 0 384 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M369.9 98.88c9 9 14.1 21.3 14.1 34v332.1c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-416c0-26.5 21.5-48 48-48.1h204.1c12.7 0 24.9 5.1 33.9 14.1zm-37.8 30.1L256 52.88v76.1h76.1zM48 464.98h288v-288H232c-13.3 0-24-10.7-24-24v-104H48v416zm250.2-143.7c10.5 10.5 8 38.7-17.5 38.7-14.8 0-36.9-6.8-55.8-17-21.6 3.6-46 12.7-68.4 20.1-50.1 86.4-79.4 47-76.1 31.2 4-20 31-35.9 51-46.2 10.5-18.4 25.4-50.5 35.4-74.4-7.4-28.6-11.4-51-7-67.1 4.8-17.7 38.4-20.3 42.6 5.9 4.7 15.4-1.5 39.9-5.4 56 8.1 21.3 19.6 35.8 36.8 46.3 17.4-2.2 52.2-5.5 64.4 6.5zm-198.1 77.8c0 .7 11.4-4.7 30.4-35-5.9 5.5-25.299 21.3-30.4 35zm81.6-190.6c-2.5 0-2.6 26.9 1.8 40.8 4.9-8.7 5.6-40.8-1.8-40.8zm-24.4 136.6c15.9-6.1 34-14.9 54.8-19.2-11.199-8.3-21.8-20.4-30.1-35.5-6.7 17.7-15 37.8-24.7 54.7zm131.6-5c3.6-2.4-2.2-10.4-37.3-7.8 32.3 13.8 37.3 7.8 37.3 7.8z"/></svg></span> <span>PDF</span> </a> <a href="https://arxiv.org/abs/2311.16498v1" onclick="captureOutboundLink('https://arxiv.org/abs/2311.16498v1'); return true;" class="badge badge-light "> <span class=" icon-wrapper icon-fa icon-fa-regular" data-name="file"><svg viewBox="0 0 384 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M369.9 98.88c9 9 14.1 21.3 14.1 34v332.1c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-416c0-26.5 21.5-48 48-48.1h204.1c12.7 0 24.9 5.1 33.9 14.1zm-37.8 30.1L256 52.88v76.1h76.1zM48 464.98h288v-288H232c-13.3 0-24-10.7-24-24v-104H48v416z"/></svg></span> <span>Abstract</span> </a> <a href="http://openaccess.thecvf.com//content/CVPR2024/papers/Xu_MagicAnimate_Temporally_Consistent_Human_Image_Animation_using_Diffusion_Model_CVPR_2024_paper.pdf" onclick="captureOutboundLink('http://openaccess.thecvf.com//content/CVPR2024/papers/Xu_MagicAnimate_Temporally_Consistent_Human_Image_Animation_using_Diffusion_Model_CVPR_2024_paper.pdf'); return true;" class="badge badge-light "> <span class=" icon-wrapper icon-fa icon-fa-regular" data-name="file-pdf"><svg viewBox="0 0 384 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M369.9 98.88c9 9 14.1 21.3 14.1 34v332.1c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-416c0-26.5 21.5-48 48-48.1h204.1c12.7 0 24.9 5.1 33.9 14.1zm-37.8 30.1L256 52.88v76.1h76.1zM48 464.98h288v-288H232c-13.3 0-24-10.7-24-24v-104H48v416zm250.2-143.7c10.5 10.5 8 38.7-17.5 38.7-14.8 0-36.9-6.8-55.8-17-21.6 3.6-46 12.7-68.4 20.1-50.1 86.4-79.4 47-76.1 31.2 4-20 31-35.9 51-46.2 10.5-18.4 25.4-50.5 35.4-74.4-7.4-28.6-11.4-51-7-67.1 4.8-17.7 38.4-20.3 42.6 5.9 4.7 15.4-1.5 39.9-5.4 56 8.1 21.3 19.6 35.8 36.8 46.3 17.4-2.2 52.2-5.5 64.4 6.5zm-198.1 77.8c0 .7 11.4-4.7 30.4-35-5.9 5.5-25.299 21.3-30.4 35zm81.6-190.6c-2.5 0-2.6 26.9 1.8 40.8 4.9-8.7 5.6-40.8-1.8-40.8zm-24.4 136.6c15.9-6.1 34-14.9 54.8-19.2-11.199-8.3-21.8-20.4-30.1-35.5-6.7 17.7-15 37.8-24.7 54.7zm131.6-5c3.6-2.4-2.2-10.4-37.3-7.8 32.3 13.8 37.3 7.8 37.3 7.8z"/></svg></span> <span> CVPR 2024 PDF </span> </a> <a href="http://openaccess.thecvf.com//content/CVPR2024/html/Xu_MagicAnimate_Temporally_Consistent_Human_Image_Animation_using_Diffusion_Model_CVPR_2024_paper.html" onclick="captureOutboundLink('http://openaccess.thecvf.com//content/CVPR2024/html/Xu_MagicAnimate_Temporally_Consistent_Human_Image_Animation_using_Diffusion_Model_CVPR_2024_paper.html'); return true;" class="badge badge-light "> <span class=" icon-wrapper icon-fa icon-fa-regular" data-name="file"><svg viewBox="0 0 384 513.795" xmlns="http://www.w3.org/2000/svg"><path d="M369.9 98.88c9 9 14.1 21.3 14.1 34v332.1c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48v-416c0-26.5 21.5-48 48-48.1h204.1c12.7 0 24.9 5.1 33.9 14.1zm-37.8 30.1L256 52.88v76.1h76.1zM48 464.98h288v-288H232c-13.3 0-24-10.7-24-24v-104H48v416z"/></svg></span> <span>CVPR 2024 Abstract</span> </a> </div> </div> </div> <div class="row"> <div class="col-md-7 paper-section-first" id="code"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12"> <h2>Code <div class="float-right"> <div class="dropdown edit-button"> <button class="dropdown-toggle badge badge-edit" type="button" id="codeEditMenu" data-bs-toggle="dropdown" aria-haspopup="true" aria-expanded="false"> <span class=" icon-wrapper icon-fa icon-fa-solid" data-name="edit"><svg viewBox="0 0 576 514.999" xmlns="http://www.w3.org/2000/svg"><path d="M402.6 85.198l90.2 90.2c3.8 3.8 3.8 10 0 13.8l-218.399 218.4-92.8 10.3c-12.4 1.4-22.9-9.1-21.5-21.5l10.3-92.8 218.4-218.4c3.799-3.8 10-3.8 13.799 0zm162-22.9c15.2 15.2 15.2 39.9 0 55.2l-35.4 35.4c-3.8 3.8-10 3.8-13.8 0l-90.2-90.2c-3.8-3.8-3.8-10 0-13.8l35.4-35.4c15.3-15.2 40-15.2 55.2 0zM384 348.198c0-3.2 1.3-6.2 3.5-8.5l40-40c7.6-7.5 20.5-2.2 20.5 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Spaces </a> </div> </td> </tr> </table> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 10,491 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/Wangt-CN/DisCo" onclick="captureOutboundLink('https://github.com/Wangt-CN/DisCo'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Wangt-CN/DisCo </a> </div> <div class="additional-options"> <table> <tr> <td>↳ Quickstart in </td> <td> <div class="colab-logo"> <a href="https://colab.research.google.com/drive/1dErsSwSEdcAyP6V_mqayW0qdPuoHSz-j?usp=sharing" onclick="captureOutboundLink('https://colab.research.google.com/drive/1dErsSwSEdcAyP6V_mqayW0qdPuoHSz-j?usp=sharing'); return true;" class="badge badge-primary"> <img src="data:image/png;base64,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"> Colab </a> </div> </td> </tr> </table> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 1,059 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> </div> </div> <div id="implementations-full-list" style="display:none"> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/magic-research/magic-animate" onclick="captureOutboundLink('https://github.com/magic-research/magic-animate'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> magic-research/magic-animate </a> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 10,491 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> </div> <div class="row"> <div class="col-sm-7"> <div class="paper-impl-cell"> <a href="https://github.com/Wangt-CN/DisCo" onclick="captureOutboundLink('https://github.com/Wangt-CN/DisCo'); return true;" class="code-table-link"> <span class=" icon-wrapper icon-ion" data-name="logo-github"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M256 32C132.3 32 32 134.9 32 261.7c0 101.5 64.2 187.5 153.2 217.9a17.56 17.56 0 0 0 3.8.4c8.3 0 11.5-6.1 11.5-11.4 0-5.5-.2-19.9-.3-39.1a102.4 102.4 0 0 1-22.6 2.7c-43.1 0-52.9-33.5-52.9-33.5-10.2-26.5-24.9-33.6-24.9-33.6-19.5-13.7-.1-14.1 1.4-14.1h.1c22.5 2 34.3 23.8 34.3 23.8 11.2 19.6 26.2 25.1 39.6 25.1a63 63 0 0 0 25.6-6c2-14.8 7.8-24.9 14.2-30.7-49.7-5.8-102-25.5-102-113.5 0-25.1 8.7-45.6 23-61.6-2.3-5.8-10-29.2 2.2-60.8a18.64 18.64 0 0 1 5-.5c8.1 0 26.4 3.1 56.6 24.1a208.21 208.21 0 0 1 112.2 0c30.2-21 48.5-24.1 56.6-24.1a18.64 18.64 0 0 1 5 .5c12.2 31.6 4.5 55 2.2 60.8 14.3 16.1 23 36.6 23 61.6 0 88.2-52.4 107.6-102.3 113.3 8 7.1 15.2 21.1 15.2 42.5 0 30.7-.3 55.5-.3 63 0 5.4 3.1 11.5 11.4 11.5a19.35 19.35 0 0 0 4-.4C415.9 449.2 480 363.1 480 261.7 480 134.9 379.7 32 256 32z"/></svg></span> Wangt-CN/DisCo </a> </div> <div class="additional-options"> <table> <tr> <td>↳ Quickstart in </td> <td> <div class="colab-logo"> <a href="https://colab.research.google.com/drive/1dErsSwSEdcAyP6V_mqayW0qdPuoHSz-j?usp=sharing" onclick="captureOutboundLink('https://colab.research.google.com/drive/1dErsSwSEdcAyP6V_mqayW0qdPuoHSz-j?usp=sharing'); return true;" class="badge badge-primary"> <img src="data:image/png;base64,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"> Colab </a> </div> <td> </td> </tr> </table> </div> </div> <div class="col-3"> <div class="paper-impl-cell text-nowrap"> <span class=" icon-wrapper icon-ion" data-name="star"><svg xmlns="http://www.w3.org/2000/svg" width="512" height="512" viewBox="0 0 512 512"><path d="M394 480a16 16 0 0 1-9.39-3L256 383.76 127.39 477a16 16 0 0 1-24.55-18.08L153 310.35 23 221.2a16 16 0 0 1 9-29.2h160.38l48.4-148.95a16 16 0 0 1 30.44 0l48.4 149H480a16 16 0 0 1 9.05 29.2L359 310.35l50.13 148.53A16 16 0 0 1 394 480z"/></svg></span> 1,059 </div> </div> <div class="col-2"> <div class="paper-impl-cell text-center"> <img class="" src="https://production-assets.paperswithcode.com/perf/images/frameworks/pytorch-2fbf2cb9.png" /> </div> </div> </div> </div> </div> </div> <div class="col-md-5 paper-section" id="tasks"> <div class="paper-section-title"> <div class="row"> <div class="col-md-12"> <h2>Tasks <div class="float-right"> <div class="dropdown edit-button"> <button class="dropdown-toggle badge badge-edit" 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