MediaPipe Studio | Google AI Edge | Google AI for Developers

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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 devsite-nav-experimental"><div class="devsite-expandable-nav"> <a class="devsite-nav-toggle" aria-hidden="true"></a><div 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The app lets you quickly test MediaPipe solutions in your browser with your own data, and your own customized ML models. Each solution demo also lets you experiment with model settings for the total number of results, minimum confidence threshold for reporting results, and more.</p> <p><a class="button button-with-icon button-primary" href="https://goo.gle/mediapipe-studio"> Try it!<span class="material-icons icon-after" aria-hidden="true" translate="no">arrow_forward</span> </a></p> <p>This page provides some quick instructions on working with solutions in MediaPipe Studio.</p> <p><img src="/static/edge/mediapipe/images/studio/studio_app.png" alt="MediaPipe Studio web application screenshot" class="screenshot"> <strong>Figure 1. MediaPipe Studio application home page.</strong></p> <h2 id="custom_models" data-text="Custom models" tabindex="-1">Custom models</h2> <p><img src="/static/edge/mediapipe/images/studio/studio_choose_model.png" alt="MediaPipe Studio application select model" width="350px" class="attempt-right"> You can use customized models with MediaPipe in the <strong>Model selection</strong> option, by choosing <strong>Choose a model file</strong> and selecting a model from your file storage, as shown in the screenshot.</p> <p>The model you choose must conform to the model input and output requirements of the MediaPipe Tasks API you are using, and include compatible model metadata. The quickest way to create your own model for use with a MediaPipe Tasks API is to use the MediaPipe Model Maker tool to modify a compatible solution model with your own data. 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