Pose landmark detection guide | Google AI Edge

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track-name="model explorer" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Model Explorer" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Model Explorer </span> </a> </li> <li class="devsite-nav-item"> <a href="/edge/api" class="devsite-nav-title gc-analytics-event devsite-nav-has-children " data-category="Site-Wide Custom Events" data-label="Tab: API Reference" track-name="api reference" data-category="Site-Wide Custom Events" data-label="Responsive Tab: API Reference" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > API Reference </span> <span class="devsite-nav-icon material-icons" data-icon="forward" > </span> </a> </li> </ul> </li> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Tools" track-name="tools" > <span class="devsite-nav-text" tooltip > Tools </span> </span> <ul class="devsite-nav-responsive-tabs devsite-nav-has-menu "> <li class="devsite-nav-item"> <span class="devsite-nav-title" tooltip data-category="Site-Wide Custom Events" data-label="Tab: Tools" track-name="tools" > <span class="devsite-nav-text" tooltip menu="Tools"> More </span> <span class="devsite-nav-icon material-icons" data-icon="forward" menu="Tools"> </span> </span> </li> </ul> </li> <li class="devsite-nav-item"> <a href="https://discuss.ai.google.dev/" class="devsite-nav-title gc-analytics-event " data-category="Site-Wide Custom Events" data-label="Tab: Community" track-name="community" data-category="Site-Wide Custom Events" data-label="Responsive Tab: Community" track-type="globalNav" track-metadata-eventDetail="globalMenu" track-metadata-position="nav"> <span class="devsite-nav-text" tooltip > Community </span> </a> </li> </ul> </div> <div class="devsite-mobile-nav-bottom"> <ul class="devsite-nav-list" menu="_book"> <li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/guide" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/guide" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/guide" ><span class="devsite-nav-text" tooltip>Overview</span></a></li> <li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/about" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/about" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/about" ><span class="devsite-nav-text" tooltip>About the Preview</span></a></li> <li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/tasks" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/tasks" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/tasks" ><span class="devsite-nav-text" tooltip>Tasks</span></a></li> <li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/model_maker" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/model_maker" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/model_maker" ><span class="devsite-nav-text" tooltip>Model Maker</span></a></li> <li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/studio" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/studio" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/studio" ><span class="devsite-nav-text" tooltip>Studio</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Vision tasks</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Object detection</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/object_detector" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/object_detector" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/object_detector" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/object_detector/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/object_detector/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/object_detector/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/object_detector/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/object_detector/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/object_detector/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/object_detector/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/object_detector/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/object_detector/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/object_detector/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/object_detector/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/object_detector/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/customization/object_detector" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/customization/object_detector" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/customization/object_detector" ><span class="devsite-nav-text" tooltip>Customize</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Image classification</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_classifier" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_classifier" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_classifier" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_classifier/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_classifier/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_classifier/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_classifier/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_classifier/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_classifier/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_classifier/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_classifier/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_classifier/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_classifier/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_classifier/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_classifier/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/customization/image_classifier" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/customization/image_classifier" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/customization/image_classifier" ><span class="devsite-nav-text" tooltip>Customize</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Image segmentation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_segmenter" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_segmenter" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_segmenter" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_segmenter/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_segmenter/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_segmenter/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_segmenter/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_segmenter/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_segmenter/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_segmenter/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_segmenter/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_segmenter/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_segmenter/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_segmenter/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_segmenter/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Interactive segmentation</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/interactive_segmenter" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/interactive_segmenter" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/interactive_segmenter" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/interactive_segmenter/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/interactive_segmenter/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/interactive_segmenter/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/interactive_segmenter/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/interactive_segmenter/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/interactive_segmenter/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/interactive_segmenter/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/interactive_segmenter/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/interactive_segmenter/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Gesture recognition</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/gesture_recognizer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/gesture_recognizer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/gesture_recognizer" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/gesture_recognizer/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/gesture_recognizer/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/gesture_recognizer/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/gesture_recognizer/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/gesture_recognizer/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/gesture_recognizer/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/gesture_recognizer/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/gesture_recognizer/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/gesture_recognizer/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/gesture_recognizer/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/gesture_recognizer/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/gesture_recognizer/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/customization/gesture_recognizer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/customization/gesture_recognizer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/customization/gesture_recognizer" ><span class="devsite-nav-text" tooltip>Customize</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Hand landmark detection</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/hand_landmarker" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/hand_landmarker" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/hand_landmarker" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/hand_landmarker/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/hand_landmarker/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/hand_landmarker/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/hand_landmarker/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/hand_landmarker/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/hand_landmarker/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/hand_landmarker/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/hand_landmarker/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/hand_landmarker/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/hand_landmarker/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/hand_landmarker/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/hand_landmarker/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Image embedding</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_embedder" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_embedder" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_embedder" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_embedder/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_embedder/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_embedder/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_embedder/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_embedder/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_embedder/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_embedder/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_embedder/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_embedder/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/image_embedder/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/image_embedder/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/image_embedder/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Face detection</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_detector" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_detector" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_detector" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_detector/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_detector/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_detector/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_detector/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_detector/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_detector/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_detector/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_detector/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_detector/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_detector/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_detector/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_detector/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Face landmark detection</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_landmarker" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_landmarker" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_landmarker" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_landmarker/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_landmarker/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_landmarker/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_landmarker/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_landmarker/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_landmarker/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_landmarker/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_landmarker/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_landmarker/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_landmarker/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_landmarker/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_landmarker/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Pose landmark detection</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/pose_landmarker" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/pose_landmarker" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/pose_landmarker" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/pose_landmarker/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/pose_landmarker/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/pose_landmarker/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/pose_landmarker/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/pose_landmarker/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/pose_landmarker/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/pose_landmarker/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/pose_landmarker/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/pose_landmarker/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/pose_landmarker/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/pose_landmarker/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/pose_landmarker/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable devsite-nav-experimental"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Face stylization</span><span class="devsite-nav-icon material-icons" data-icon="experimental" data-title="Experimental!" aria-hidden="true"></span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_stylizer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_stylizer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_stylizer" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_stylizer/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_stylizer/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_stylizer/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_stylizer/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_stylizer/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_stylizer/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/face_stylizer/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/face_stylizer/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/face_stylizer/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/customization/face_stylizer" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/customization/face_stylizer" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/customization/face_stylizer" ><span class="devsite-nav-text" tooltip>Customize</span></a></li></ul></div></li> <li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/vision/holistic_landmarker" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/vision/holistic_landmarker" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/vision/holistic_landmarker" ><span class="devsite-nav-text" tooltip>Holistic landmark detection</span></a></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Text tasks</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Text classification</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/text_classifier" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/text_classifier" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/text_classifier" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/text_classifier/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/text_classifier/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/text_classifier/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/text_classifier/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/text_classifier/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/text_classifier/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/text_classifier/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/text_classifier/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/text_classifier/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/text_classifier/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/text_classifier/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/text_classifier/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/customization/text_classifier" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/customization/text_classifier" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/customization/text_classifier" ><span class="devsite-nav-text" tooltip>Customize</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Text embedding</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/text_embedder" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/text_embedder" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/text_embedder" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/text_embedder/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/text_embedder/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/text_embedder/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/text_embedder/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/text_embedder/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/text_embedder/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/text_embedder/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/text_embedder/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/text_embedder/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/text_embedder/ios" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/text_embedder/ios" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/text_embedder/ios" ><span class="devsite-nav-text" tooltip>iOS</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Language detection</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/language_detector" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/language_detector" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/language_detector" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/language_detector/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/language_detector/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/language_detector/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/language_detector/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/language_detector/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/language_detector/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/text/language_detector/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/text/language_detector/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/text/language_detector/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Audio tasks</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div class="devsite-nav-title devsite-nav-title-no-path" tabindex="0" role="button"> <span class="devsite-nav-text" tooltip>Audio classification</span> </div><ul class="devsite-nav-section"><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/audio/audio_classifier" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/audio/audio_classifier" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/audio/audio_classifier" ><span class="devsite-nav-text" tooltip>Overview</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/audio/audio_classifier/android" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/audio/audio_classifier/android" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/audio/audio_classifier/android" ><span class="devsite-nav-text" tooltip>Android</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/audio/audio_classifier/web_js" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/audio/audio_classifier/web_js" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/audio/audio_classifier/web_js" ><span class="devsite-nav-text" tooltip>Web</span></a></li><li class="devsite-nav-item"><a href="/edge/mediapipe/solutions/audio/audio_classifier/python" class="devsite-nav-title gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Book nav link, pathname: /edge/mediapipe/solutions/audio/audio_classifier/python" track-type="bookNav" track-name="click" track-metadata-eventdetail="/edge/mediapipe/solutions/audio/audio_classifier/python" ><span class="devsite-nav-text" tooltip>Python</span></a></li></ul></div></li> <li class="devsite-nav-item devsite-nav-heading"><div class="devsite-nav-title devsite-nav-title-no-path"> <span class="devsite-nav-text" tooltip>Generative AI tasks</span> </div></li> <li class="devsite-nav-item devsite-nav-expandable 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dismiss-button-text="Dismiss" close-button-text="Got it"> <devsite-bookmark></devsite-bookmark> <span slot="popout-heading"> Stay organized with collections </span> <span slot="popout-contents"> Save and categorize content based on your preferences. </span> </devsite-feature-tooltip> <div class="devsite-page-title-meta"><devsite-view-release-notes></devsite-view-release-notes></div> <devsite-toc class="devsite-nav" depth="2" devsite-toc-embedded > </devsite-toc> <div class="devsite-article-body clearfix "> <p> </p> <p><img src="/static/mediapipe/images/solutions/examples/pose_detector.png" alt width="400px" class="attempt-right"></p> <p>The MediaPipe Pose Landmarker task lets you detect landmarks of human bodies in an image or video. You can use this task to identify key body locations, analyze posture, and categorize movements. This task uses machine learning (ML) models that work with single images or video. The task outputs body pose landmarks in image coordinates and in 3-dimensional world coordinates.</p> <p><a class="button button-with-icon button-primary" href="https://mediapipe-studio.webapps.google.com/demo/pose_landmarker" target="_blank"> Try it!<span class="material-icons icon-after" aria-hidden="true" translate="no">arrow_forward</span> </a></p> <h2 id="get_started" data-text="Get Started" tabindex="-1">Get Started</h2> <p>Start using this task by following the implementation guide for your target platform. These platform-specific guides walk you through a basic implementation of this task, including a recommended model, and code example with recommended configuration options:</p> <ul> <li><strong>Android</strong> - <a href="https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/pose_landmarker/android">Code example</a> - <a href="https://ai.google.dev/edge/mediapipe/solutions/vision/pose_landmarker/android">Guide</a></li> <li><strong>Python</strong> - <a href="https://colab.sandbox.google.com/github/googlesamples/mediapipe/blob/main/examples/pose_landmarker/python/%5BMediaPipe_Python_Tasks%5D_Pose_Landmarker.ipynb">Code example</a> - <a href="https://ai.google.dev/edge/mediapipe/solutions/vision/pose_landmarker/python">Guide</a></li> <li><strong>Web</strong> - <a href="https://codepen.io/mediapipe-preview/pen/abRLMxN">Code example</a> - <a href="https://ai.google.dev/edge/mediapipe/solutions/vision/pose_landmarker/web_js">Guide</a></li> </ul> <h2 id="task_details" data-text="Task details" tabindex="-1">Task details</h2> <p>This section describes the capabilities, inputs, outputs, and configuration options of this task.</p> <h3 id="features" data-text="Features" tabindex="-1">Features</h3> <ul> <li><strong>Input image processing</strong> - Processing includes image rotation, resizing, normalization, and color space conversion.</li> <li><strong>Score threshold</strong> - Filter results based on prediction scores.</li> </ul> <table> <thead> <tr> <th>Task inputs</th> <th>Task outputs</th> </tr> </thead> <tbody> <tr> <td>The Pose Landmarker accepts an input of one of the following data types:<br> <ul> <li>Still images</li> </ul> <ul> <li>Decoded video frames</li> </ul> <ul> <li>Live video feed</li> </ul> </td> <td>The Pose Landmarker outputs the following results:<br> <ul> <li>Pose landmarks in normalized image coordinates</li> </ul> <ul> <li>Pose landmarks in world coordinates</li> </ul> <ul> <li>Optional: a segmentation mask for the pose.</li> </ul> </td> </tr> </tbody> </table> <h3 id="configurations_options" data-text="Configurations options" tabindex="-1">Configurations options</h3> <p>This task has the following configuration options:</p> <table> <thead> <tr> <th>Option Name</th> <th>Description</th> <th>Value Range</th> <th>Default Value</th> </tr> </thead> <tbody> <tr> <td><code translate="no" dir="ltr">running_mode</code></td> <td>Sets the running mode for the task. There are three modes:<br> <br> IMAGE: The mode for single image inputs.<br> <br> VIDEO: The mode for decoded frames of a video.<br> <br> LIVE_STREAM: The mode for a livestream of input data, such as from a camera. In this mode, resultListener must be called to set up a listener to receive results asynchronously. </td> <td>{<code translate="no" dir="ltr">IMAGE, VIDEO, LIVE_STREAM</code>}</td> <td><code translate="no" dir="ltr">IMAGE</code></td> </tr> <tr> <td><code translate="no" dir="ltr">num_poses</code></td> <td>The maximum number of poses that can be detected by the Pose Landmarker. </td> <td><code translate="no" dir="ltr">Integer > 0</code></td> <td><code translate="no" dir="ltr">1</code></td> </tr> <tr> <td><code translate="no" dir="ltr">min_pose_detection_confidence</code></td> <td>The minimum confidence score for the pose detection to be considered successful.</td> <td><code translate="no" dir="ltr">Float [0.0,1.0]</code></td> <td><code translate="no" dir="ltr">0.5</code></td> </tr> <tr> <td><code translate="no" dir="ltr">min_pose_presence_confidence</code></td> <td>The minimum confidence score of pose presence score in the pose landmark detection.</td> <td><code translate="no" dir="ltr">Float [0.0,1.0]</code></td> <td><code translate="no" dir="ltr">0.5</code></td> </tr> <tr> <td><code translate="no" dir="ltr">min_tracking_confidence</code></td> <td>The minimum confidence score for the pose tracking to be considered successful.</td> <td><code translate="no" dir="ltr">Float [0.0,1.0]</code></td> <td><code translate="no" dir="ltr">0.5</code></td> </tr> <tr> <td><code translate="no" dir="ltr">output_segmentation_masks</code></td> <td>Whether Pose Landmarker outputs a segmentation mask for the detected pose.</td> <td><code translate="no" dir="ltr">Boolean</code></td> <td><code translate="no" dir="ltr">False</code></td> </tr> <tr> <td><code translate="no" dir="ltr">result_callback</code></td> <td>Sets the result listener to receive the landmarker results asynchronously when Pose Landmarker is in the live stream mode. Can only be used when running mode is set to <code translate="no" dir="ltr">LIVE_STREAM</code></td> <td><code translate="no" dir="ltr">ResultListener<poseLandmarkerResult, Image></code></td> <td><code translate="no" dir="ltr">N/A</code></td> </tr> </tbody> </table> <h2 id="models" data-text="Models" tabindex="-1">Models</h2> <p>The Pose Landmarker uses a series of models to predict pose landmarks. The first model detects the presence of human bodies within an image frame, and the second model locates landmarks on the bodies.</p> <p>The following models are packaged together into a downloadable model bundle:</p> <ul> <li><strong>Pose detection model</strong>: detects the presence of bodies with a few key pose landmarks.</li> <li><strong>Pose landmarker model</strong>: adds a complete mapping of the pose. The model outputs an estimate of 33 3-dimensional pose landmarks.</li> </ul> <p>This bundle uses a convolutional neural network similar to <a href="https://arxiv.org/pdf/1801.04381.pdf">MobileNetV2</a> and is optimized for on-device, real-time fitness applications. This variant of the <a href="https://arxiv.org/pdf/2006.10204.pdf">BlazePose</a> model uses <a href="https://openaccess.thecvf.com/content_CVPR_2020/papers/Xu_GHUM__GHUML_Generative_3D_Human_Shape_and_Articulated_Pose_CVPR_2020_paper.pdf">GHUM</a>, a 3D human shape modeling pipeline, to estimate the full 3D body pose of an individual in images or videos.</p> <aside class="experimental"> <b>Attention:</b> This MediaPipe Solutions Preview is an early release. <a href="/edge/mediapipe/solutions/about#notice">Learn more</a>. </aside> <p><table> <thead> <tr> <th>Model bundle</th> <th>Input shape</th> <th>Data type</th> <th>Model Cards</th> <th>Versions</th> </tr> </thead> <tbody> <tr> <td> <a href="https://storage.googleapis.com/mediapipe-models/pose_landmarker/pose_landmarker_lite/float16/latest/pose_landmarker_lite.task"> Pose landmarker (lite)</a> <td>Pose detector: 224 x 224 x 3<br> Pose landmarker: 256 x 256 x 3 </td> <td>float 16</td> <td> <a href="https://storage.googleapis.com/mediapipe-assets/Model%20Card%20BlazePose%20GHUM%203D.pdf"> info</a> </td> <td> <a href="https://storage.googleapis.com/mediapipe-models/pose_landmarker/pose_landmarker_lite/float16/latest/pose_landmarker_lite.task"> Latest</a> </td> <tr> <tr> <td> <a href="https://storage.googleapis.com/mediapipe-models/pose_landmarker/pose_landmarker_full/float16/latest/pose_landmarker_full.task"> Pose landmarker (Full)</a> <td>Pose detector: 224 x 224 x 3<br> Pose landmarker: 256 x 256 x 3 </td> <td>float 16</td> <td> <a href="https://storage.googleapis.com/mediapipe-assets/Model%20Card%20BlazePose%20GHUM%203D.pdf"> info</a> </td> <td> <a href="https://storage.googleapis.com/mediapipe-models/pose_landmarker/pose_landmarker_full/float16/latest/pose_landmarker_full.task"> Latest</a> </td> <tr> <tr> <td> <a href="https://storage.googleapis.com/mediapipe-models/pose_landmarker/pose_landmarker_heavy/float16/latest/pose_landmarker_heavy.task"> Pose landmarker (Heavy)</a> <td>Pose detector: 224 x 224 x 3<br> Pose landmarker: 256 x 256 x 3 </td> <td>float 16</td> <td> <a href="https://storage.googleapis.com/mediapipe-assets/Model%20Card%20BlazePose%20GHUM%203D.pdf"> info</a> </td> <td> <a href="https://storage.googleapis.com/mediapipe-models/pose_landmarker/pose_landmarker_heavy/float16/latest/pose_landmarker_heavy.task"> Latest</a> </td> <tr> </tbody> <table></p> <h3 id="pose_landmarker_model" data-text="Pose landmarker model" tabindex="-1">Pose landmarker model</h3> <p>The pose landmarker model tracks 33 body landmark locations, representing the approximate location of the following body parts:</p> <p><img src="/static/mediapipe/images/solutions/pose_landmarks_index.png" alt width="600px"></p> <div></div><devsite-code><pre class="devsite-click-to-copy" translate="no" dir="ltr" is-upgraded syntax="CBM BASIC V2"><code translate="no" dir="ltr"><span class="devsite-syntax-mf">0</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">nose</span> <span class="devsite-syntax-mf">1</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">eye</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">inner</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-mf">2</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">eye</span> <span class="devsite-syntax-mf">3</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">eye</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">outer</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-mf">4</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">eye</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">inner</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-mf">5</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">eye</span> <span class="devsite-syntax-mf">6</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">eye</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">outer</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-mf">7</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">ear</span> <span class="devsite-syntax-mf">8</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">ear</span> <span class="devsite-syntax-mf">9</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">mouth</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-mf">10</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">mouth</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-p">(</span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-p">)</span> <span class="devsite-syntax-mf">11</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">shoulder</span> <span class="devsite-syntax-mf">12</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">shoulder</span> <span class="devsite-syntax-mf">13</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">elbow</span> <span class="devsite-syntax-mf">14</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">elbow</span> <span class="devsite-syntax-mf">15</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">wrist</span> <span class="devsite-syntax-mf">16</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">wrist</span> <span class="devsite-syntax-mf">17</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">pinky</span> <span class="devsite-syntax-mf">18</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">pinky</span> <span class="devsite-syntax-mf">19</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">index</span> <span class="devsite-syntax-mf">20</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">index</span> <span class="devsite-syntax-mf">21</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">thumb</span> <span class="devsite-syntax-mf">22</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">thumb</span> <span class="devsite-syntax-mf">23</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">hip</span> <span class="devsite-syntax-mf">24</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">hip</span> <span class="devsite-syntax-mf">25</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">knee</span> <span class="devsite-syntax-mf">26</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">knee</span> <span class="devsite-syntax-mf">27</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">ankle</span> <span class="devsite-syntax-mf">28</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">ankle</span> <span class="devsite-syntax-mf">29</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">heel</span> <span class="devsite-syntax-mf">30</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">heel</span> <span class="devsite-syntax-mf">31</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">left</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">foot</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">index</span> <span class="devsite-syntax-mf">32</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-o">-</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">right</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">foot</span><span class="devsite-syntax-w"> </span><span class="devsite-syntax-n">index</span> </code></pre></devsite-code> <p>The model output contains both normalized coordinates (<code translate="no" dir="ltr">Landmarks</code>) and world coordinates (<code translate="no" dir="ltr">WorldLandmarks</code>) for each landmark.</p> </div> <devsite-thumb-rating position="footer"> </devsite-thumb-rating> <devsite-feedback position="footer" project-name="Google AI Edge" product-id="5336252" bucket="documentation" context="" version="t-devsite-webserver-20241114-r00-rc02.464921008191574316" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="footer" class="nocontent" 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