Evaluate MediaPipe Tasks interactively in your browser with [MediaPipe Web Demos](https://google-ai-edge.github.io/mediapipe-samples-web/), fork runnable TypeScript apps in [StackBlitz](https://stackblitz.com/github/google-ai-edge/mediapipe-samples-web), or clone complete Android, iOS, Web, Python, and Flutter starter projects from GitHub. You can also try the Flutter tasks in the [Flutter live gallery](https://google.github.io/flutter-mediapipe/). [Launch Web Demos](https://google-ai-edge.github.io/mediapipe-samples-web/) [Flutter Gallery](https://google.github.io/flutter-mediapipe/) [Samples (Android, iOS, Python)](https://github.com/google-ai-edge/mediapipe-samples) [Samples (Web)](https://github.com/google-ai-edge/mediapipe-samples-web) [Samples (Flutter)](https://github.com/google/flutter-mediapipe/tree/main/samples) ## Run a sample locally Official starter apps are maintained across three repositories: [`google-ai-edge/mediapipe-samples`](https://github.com/google-ai-edge/mediapipe-samples) for Android, iOS, and Python, [`google-ai-edge/mediapipe-samples-web`](https://github.com/google-ai-edge/mediapipe-samples-web) for Web and TypeScript, and [`google/flutter-mediapipe`](https://github.com/google/flutter-mediapipe) for Flutter. Select your target platform to clone and run an example: ### Web Clone `mediapipe-samples-web` to run the Vite + TypeScript sample suite locally, or [open it directly in StackBlitz](https://stackblitz.com/github/google-ai-edge/mediapipe-samples-web) with zero local setup: ```bash git clone https://github.com/google-ai-edge/mediapipe-samples-web.git cd mediapipe-samples-web pnpm install pnpm dev ``` Each task implementation lives in `src/tasks/.ts` and uses the published `@mediapipe/tasks-*` npm packages with WebGL, WebGPU, and WebAssembly acceleration. ### Android (Kotlin \& Java) Clone `mediapipe-samples` and open any task's `android/` directory in Android Studio: ```bash git clone https://github.com/google-ai-edge/mediapipe-samples.git # Open a project folder in Android Studio, for example: # mediapipe-samples/examples/object_detector/android ``` Each Android Studio project includes a CameraX live camera feed, a media picker for still images and video files, runtime controls for confidence thresholds and `CPU`/`GPU` delegates, and a Gradle download script that fetches the model files automatically during Gradle sync. ### iOS (Swift) Clone `mediapipe-samples`, navigate to a task's `ios/` folder, and open the Xcode project (Xcode resolves Swift Package Manager dependencies automatically): ```bash git clone https://github.com/google-ai-edge/mediapipe-samples.git cd mediapipe-samples/examples//ios # for example: object_detector/ios open *.xcodeproj ``` Each iOS sample wraps the MediaPipe Tasks Swift SDK with an `AVCaptureSession` camera pipeline, an overlay renderer, and interactive controls ready to deploy to an iPhone or iPad. ### Python \& Colab Open any task's `.ipynb` notebook in Google Colab or Jupyter, or clone `mediapipe-samples` and run the standalone OpenCV scripts in the `raspberry_pi/` directories (they also run on desktop Linux and macOS with a USB webcam): ```bash git clone https://github.com/google-ai-edge/mediapipe-samples.git cd mediapipe-samples/examples//raspberry_pi # for example: object_detector/raspberry_pi sh setup.sh python3 detect.py # script name varies by task: detect.py, classify.py, recognize.py, ... ``` Python examples include self-contained `.ipynb` notebooks for interactive experimentation alongside standalone OpenCV and Raspberry Pi scripts. ### Flutter Clone `flutter-mediapipe` and run the object detection app, a Flutter counterpart of the Android object detection sample, on any supported platform (Android, iOS, macOS, Linux, Windows, or the web): ```bash git clone https://github.com/google/flutter-mediapipe.git cd flutter-mediapipe/samples/apps/object_detection flutter pub get dart run mediapipe_core:bundle_models flutter run -d # for example: macos, linux, windows, or chrome ``` The sample covers live camera detection, still images, and video files, with settings for the score threshold, the maximum number of results, and the `CPU`/`GPU` delegate. The repository's [`samples/`](https://github.com/google/flutter-mediapipe/tree/main/samples) folder has a runnable Dart sample for every task and running mode, and the `gallery/` app in the same repository runs every supported task; see its [README](https://github.com/google/flutter-mediapipe/blob/main/gallery/README.md) for build steps, or [try it in your browser](https://google.github.io/flutter-mediapipe/). ## Sample directory by task Jump directly to the documentation guide, hosted browser demo, or platform source directory for any of the 22 MediaPipe Tasks. ### Audio | Task | Browser demo | Sample code \& notebooks | |---|---|---| | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/audio_classifier.svg)Audio Classifier](https://developers.google.com/edge/mediapipe/solutions/audio/audio_classifier.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/audio/audio_classifier) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/audio-classifier.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/audio_classifier/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/audio_classifier/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/audio/audio_classifier)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/audio_classifier/python/audio_classification.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/audio_transcriber.svg)Audio Transcriber](https://developers.google.com/edge/mediapipe/solutions/audio/audio_transcriber.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/audio/audio_transcriber) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/audio-transcriber.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/audio_transcriber/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/audio_transcriber/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/audio/audio_transcriber)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/audio_transcriber/python/audio_transcriber.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/text_to_speech.svg)Text-to-Speech](https://developers.google.com/edge/mediapipe/solutions/audio/text_to_speech.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/audio/text_to_speech) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/text-to-speech.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/text_to_speech/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/text_to_speech/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/audio/text_to_speech)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/text_to_speech/python/text_to_speech.ipynb) | ### Decision | Task | Browser demo | Sample code \& notebooks | |---|---|---| | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/decision_maker.svg)Decision Maker](https://developers.google.com/edge/mediapipe/solutions/decision/decision_maker.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/decision/decision_maker) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/decision-maker.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/decision_maker/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/decision_maker/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/decision/decision_maker)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/decision_maker/python/decision_maker.ipynb) | ### Retrieval | Task | Browser demo | Sample code \& notebooks | |---|---|---| | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/semantic_retriever.svg)Semantic Retriever](https://developers.google.com/edge/mediapipe/solutions/retrieval/semantic_retriever.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/retrieval/semantic_retriever) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/semantic-retriever.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/semantic_retriever/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/semantic_retriever/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/retrieval/semantic_retriever)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/semantic_retriever/python/semantic_retriever.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/universal_embedder.svg)Universal Embedder](https://developers.google.com/edge/mediapipe/solutions/retrieval/universal_embedder.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/retrieval/universal_embedder) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/universal-embedder.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/universal_embedder/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/universal_embedder/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/retrieval/universal_embedder)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/universal_embedder/python/universal_embedder.ipynb) | ### Text | Task | Browser demo | Sample code \& notebooks | |---|---|---| | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/language_detector.svg)Language Detector](https://developers.google.com/edge/mediapipe/solutions/text/language_detector.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/text/language_detector) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/language-detector.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/language_detector/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/language_detector/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/text/language_detector)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/language_detector/python/%5BMediaPipe_Python_Tasks%5D_Language_Detector.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/text_classifier.svg)Text Classifier](https://developers.google.com/edge/mediapipe/solutions/text/text_classifier.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/text/text_classifier) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/text-classifier.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/text_classification/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/text_classification/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/text/text_classifier)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/text_classification/python/text_classifier.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/text_embedder.svg)Text Embedder](https://developers.google.com/edge/mediapipe/solutions/text/text_embedder.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/text/text_embedder) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/text-embedder.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/text_embedder/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/text_embedder/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/text/text_embedder)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/text_embedder/python/text_embedder.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/text_proofreader.svg)Text Proofreader](https://developers.google.com/edge/mediapipe/solutions/text/text_proofreader.md.txt) | Coming soon | [Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/text_proofreader/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/text_proofreader/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/text/text_proofreader)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/text_proofreader/python/text_proofreader.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/text_summarizer.svg)Text Summarizer](https://developers.google.com/edge/mediapipe/solutions/text/text_summarizer.md.txt) | Coming soon | [Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/text_summarizer/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/text_summarizer/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/text/text_summarizer)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/text_summarizer/python/text_summarizer.ipynb) | ### Vision | Task | Browser demo | Sample code \& notebooks | |---|---|---| | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/face_detector_v2.webp)Face Detector](https://developers.google.com/edge/mediapipe/solutions/vision/face_detector.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/face_detector) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/face-detector.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/face_detector/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/face_detector/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/face_detector)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/face_detector/python/face_detector.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/face_landmarker_v2.webp)Face Landmarker](https://developers.google.com/edge/mediapipe/solutions/vision/face_landmarker.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/face_landmarker) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/face-landmarker.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/face_landmarker/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/face_landmarker/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/face_landmarker)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/face_landmarker/python/%5BMediaPipe_Python_Tasks%5D_Face_Landmarker.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/gesture_recognizer.webp)Gesture Recognizer](https://developers.google.com/edge/mediapipe/solutions/vision/gesture_recognizer.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/gesture_recognizer) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/gesture-recognizer.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/gesture_recognizer/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/gesture_recognizer/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/gesture_recognizer)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/gesture_recognizer/python/gesture_recognizer.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/hand_landmarker.webp)Hand Landmarker](https://developers.google.com/edge/mediapipe/solutions/vision/hand_landmarker.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/hand_landmarker) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/hand-landmarker.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/hand_landmarker/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/hand_landmarker/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/hand_landmarker)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/hand_landmarker/python/hand_landmarker.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/holistic_landmarker_v3.webp)Holistic Landmarker](https://developers.google.com/edge/mediapipe/solutions/vision/holistic_landmarker.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/holistic_landmarker) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/holistic-landmarker.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/holistic_landmarker/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/holistic_landmarker/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/holistic_landmarker)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/holistic_landmarker/python/%5BMediaPipe_Python_Tasks%5D_Holistic_Landmarker.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/image_classifier.webp)Image Classifier](https://developers.google.com/edge/mediapipe/solutions/vision/image_classifier.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/image_classifier) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/image-classifier.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/image_classification/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/image_classification/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/image_classifier)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/image_classification/python/image_classifier.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/image_embedder.svg)Image Embedder](https://developers.google.com/edge/mediapipe/solutions/vision/image_embedder.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/image_embedder) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/image-embedder.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/image_embedder/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/image_embedder/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/image_embedder)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/image_embedder/python/image_embedder.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/image_segmenter.webp)Image Segmenter](https://developers.google.com/edge/mediapipe/solutions/vision/image_segmenter.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/image_segmenter) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/image-segmenter.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/image_segmentation/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/image_segmentation/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/image_segmenter)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/image_segmentation/python/image_segmentation.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/interactive_segmenter.webp)Interactive Segmenter](https://developers.google.com/edge/mediapipe/solutions/vision/interactive_segmenter.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/interactive_segmenter) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/interactive-segmenter.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/interactive_segmentation/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/interactive_segmentation/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/interactive_segmenter)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/interactive_segmentation/python/interactive_segmenter.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/object_detector.webp)Object Detector](https://developers.google.com/edge/mediapipe/solutions/vision/object_detector.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/object_detector) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/object-detector.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/object_detection/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/object_detection/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/object_detector)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/object_detection/python/object_detector.ipynb) | | [![](https://developers.google.com/static/edge/mediapipe/images/solutions/posters/pose_landmarker_v2.webp)Pose Landmarker](https://developers.google.com/edge/mediapipe/solutions/vision/pose_landmarker.md.txt) | [Web demo](https://google-ai-edge.github.io/mediapipe-samples-web/#/vision/pose_landmarker) | [Web](https://github.com/google-ai-edge/mediapipe-samples-web/blob/main/src/tasks/pose-landmarker.ts)[Android](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/pose_landmarker/android)[iOS](https://github.com/google-ai-edge/mediapipe-samples/tree/main/examples/pose_landmarker/ios)[Flutter](https://github.com/google/flutter-mediapipe/tree/main/samples/vision/pose_landmarker)[Colab](https://colab.research.google.com/github/google-ai-edge/mediapipe-samples/blob/main/examples/pose_landmarker/python/%5BMediaPipe_Python_Tasks%5D_Pose_Landmarker.ipynb) | ## Test custom models and inputs in Web Demos Both the embedded playgrounds in each task guide and the standalone [MediaPipe Web Demos](https://google-ai-edge.github.io/mediapipe-samples-web/) suite run locally in your browser using WebGL, WebGPU, and WebAssembly: - **Bring your own model bundle** : In [MediaPipe Web Demos](https://google-ai-edge.github.io/mediapipe-samples-web/), open the **Model** selector and choose a local `.task`, `.tflite`, or `.litertlm` file that matches the task's input and output tensor metadata to evaluate custom models before shipping them in a mobile or desktop build. - **Test real inputs**: Stream live frames from a webcam or microphone, upload your own test images or audio clips, or enter custom text prompts and search queries. All inputs are processed locally on your device. - **Compare runtime settings** : Adjust confidence thresholds, maximum results, and `CPU` versus `GPU` delegates interactively to measure on-device inference latency in milliseconds.