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MediaPipe-Pose-Estimation

Keypoint Detection
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real_time
android
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v0.34.0

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See https://github.com/quic/ai-hub-models/releases/v0.34.0 for changelog.

Files changed (12) hide show
  1. MediaPipe-Pose-Estimation_PoseDetector.dlc +2 -2
  2. MediaPipe-Pose-Estimation_PoseDetector.onnx.zip +2 -2
  3. MediaPipe-Pose-Estimation_PoseDetector.tflite +2 -2
  4. MediaPipe-Pose-Estimation_PoseLandmarkDetector.dlc +2 -2
  5. MediaPipe-Pose-Estimation_PoseLandmarkDetector.onnx.zip +2 -2
  6. MediaPipe-Pose-Estimation_PoseLandmarkDetector.tflite +2 -2
  7. README.md +61 -79
  8. precompiled/qualcomm-snapdragon-x-elite/MediaPipe-Pose-Estimation_PoseDetector.bin +2 -2
  9. precompiled/qualcomm-snapdragon-x-elite/MediaPipe-Pose-Estimation_PoseDetector.onnx.zip +2 -2
  10. precompiled/qualcomm-snapdragon-x-elite/MediaPipe-Pose-Estimation_PoseLandmarkDetector.bin +2 -2
  11. precompiled/qualcomm-snapdragon-x-elite/MediaPipe-Pose-Estimation_PoseLandmarkDetector.onnx.zip +2 -2
  12. precompiled/qualcomm-snapdragon-x-elite/sdk_versions.yml +5 -0
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README.md CHANGED
@@ -11,10 +11,10 @@ pipeline_tag: keypoint-detection
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  ![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/web-assets/model_demo.png)
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  # MediaPipe-Pose-Estimation: Optimized for Mobile Deployment
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- ## Detect and track human body poses in real-time images and video streams
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- The MediaPipe Pose Landmark Detector is a machine learning pipeline that predicts bounding boxes and pose skeletons of poses in an image.
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  This model is an implementation of MediaPipe-Pose-Estimation found [here](https://github.com/zmurez/MediaPipePyTorch/).
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@@ -24,6 +24,7 @@ More details on model performance across various devices, can be found
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  [here](https://aihub.qualcomm.com/models/mediapipe_pose).
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  ### Model Details
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  - **Model Type:** Model_use_case.pose_estimation
@@ -36,64 +37,64 @@ More details on model performance across various devices, can be found
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  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | PoseDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 5.166 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 5.121 ms | 0 - 16 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.907 ms | 0 - 27 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.931 ms | 0 - 29 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.775 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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  | PoseDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.758 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.459 ms | 0 - 18 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.423 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 5.166 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 5.121 ms | 0 - 16 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.775 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.754 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.359 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.324 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.773 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.748 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.459 ms | 0 - 18 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.423 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.779 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.752 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.931 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.564 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.549 ms | 0 - 28 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.649 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.56 ms | 0 - 18 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.448 ms | 0 - 18 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.555 ms | 0 - 22 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.908 ms | 6 - 6 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.955 ms | 2 - 2 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseLandmarkDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.202 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.128 ms | 1 - 23 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 0.999 ms | 0 - 46 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.141 ms | 1 - 41 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.81 ms | 0 - 81 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.794 ms | 0 - 46 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.456 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.387 ms | 0 - 23 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.202 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.128 ms | 1 - 23 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.805 ms | 0 - 81 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.799 ms | 0 - 46 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.418 ms | 0 - 27 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.364 ms | 1 - 21 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.81 ms | 0 - 77 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.79 ms | 0 - 47 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.456 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.387 ms | 0 - 23 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.803 ms | 0 - 79 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.805 ms | 0 - 47 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.098 ms | 0 - 27 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.608 ms | 0 - 57 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.596 ms | 1 - 48 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.789 ms | 0 - 50 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.56 ms | 0 - 39 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
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- | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.575 ms | 1 - 28 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.782 ms | 1 - 29 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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- | PoseLandmarkDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.021 ms | 29 - 29 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
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- | PoseLandmarkDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.191 ms | 8 - 8 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
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@@ -151,26 +152,7 @@ device. This script does the following:
151
  ```bash
152
  python -m qai_hub_models.models.mediapipe_pose.export
153
  ```
154
- ```
155
- Profiling Results
156
- ------------------------------------------------------------
157
- PoseDetector
158
- Device : cs_8275 (ANDROID 14)
159
- Runtime : TFLITE
160
- Estimated inference time (ms) : 5.2
161
- Estimated peak memory usage (MB): [0, 17]
162
- Total # Ops : 106
163
- Compute Unit(s) : npu (106 ops) gpu (0 ops) cpu (0 ops)
164
-
165
- ------------------------------------------------------------
166
- PoseLandmarkDetector
167
- Device : cs_8275 (ANDROID 14)
168
- Runtime : TFLITE
169
- Estimated inference time (ms) : 3.2
170
- Estimated peak memory usage (MB): [0, 35]
171
- Total # Ops : 219
172
- Compute Unit(s) : npu (219 ops) gpu (0 ops) cpu (0 ops)
173
- ```
174
 
175
 
176
  ## How does this work?
 
11
  ![](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/mediapipe_pose/web-assets/model_demo.png)
12
 
13
  # MediaPipe-Pose-Estimation: Optimized for Mobile Deployment
14
+ ## Detect and track human face, hand, and torso in real-time images and video streams
15
 
16
 
17
+ The MediaPipe Pose Landmark Detector is a machine learning pipeline that predicts bounding boxes and pose skeletons of the face, hands, and torso in an image.
18
 
19
  This model is an implementation of MediaPipe-Pose-Estimation found [here](https://github.com/zmurez/MediaPipePyTorch/).
20
 
 
24
  [here](https://aihub.qualcomm.com/models/mediapipe_pose).
25
 
26
 
27
+
28
  ### Model Details
29
 
30
  - **Model Type:** Model_use_case.pose_estimation
 
37
 
38
  | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
39
  |---|---|---|---|---|---|---|---|---|
40
+ | PoseDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 5.195 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
41
+ | PoseDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 5.109 ms | 0 - 15 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
42
+ | PoseDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.899 ms | 0 - 25 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
43
+ | PoseDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.935 ms | 0 - 24 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
44
+ | PoseDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.777 ms | 0 - 5 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
45
  | PoseDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.758 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
46
+ | PoseDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.481 ms | 0 - 20 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
47
+ | PoseDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.422 ms | 0 - 16 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
48
+ | PoseDetector | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 5.195 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
49
+ | PoseDetector | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 5.109 ms | 0 - 15 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
50
+ | PoseDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.78 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
51
+ | PoseDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.746 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
52
+ | PoseDetector | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 2.365 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
53
+ | PoseDetector | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 2.336 ms | 0 - 17 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
54
+ | PoseDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.779 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
55
+ | PoseDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.747 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
56
+ | PoseDetector | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.481 ms | 0 - 20 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
57
+ | PoseDetector | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.422 ms | 0 - 16 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
58
+ | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.776 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
59
+ | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.757 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
60
+ | PoseDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 0.903 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
61
+ | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.554 ms | 0 - 28 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
62
+ | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.553 ms | 0 - 30 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
63
+ | PoseDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.641 ms | 0 - 31 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
64
+ | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.59 ms | 2 - 19 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
65
+ | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.573 ms | 0 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
66
+ | PoseDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.681 ms | 0 - 23 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
67
+ | PoseDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 0.922 ms | 6 - 6 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
68
+ | PoseDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 0.956 ms | 2 - 2 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
69
+ | PoseLandmarkDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 3.252 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
70
+ | PoseLandmarkDetector | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 3.146 ms | 1 - 23 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
71
+ | PoseLandmarkDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.055 ms | 0 - 49 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
72
+ | PoseLandmarkDetector | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.125 ms | 1 - 37 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
73
+ | PoseLandmarkDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.808 ms | 0 - 78 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
74
+ | PoseLandmarkDetector | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 0.81 ms | 0 - 46 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
75
+ | PoseLandmarkDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.474 ms | 0 - 36 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
76
+ | PoseLandmarkDetector | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.437 ms | 1 - 25 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
77
+ | PoseLandmarkDetector | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 3.252 ms | 0 - 35 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
78
+ | PoseLandmarkDetector | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 3.146 ms | 1 - 23 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
79
+ | PoseLandmarkDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.811 ms | 0 - 78 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
80
+ | PoseLandmarkDetector | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 0.801 ms | 0 - 46 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
81
+ | PoseLandmarkDetector | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.408 ms | 0 - 29 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
82
+ | PoseLandmarkDetector | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.376 ms | 1 - 19 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
83
+ | PoseLandmarkDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.814 ms | 0 - 79 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
84
+ | PoseLandmarkDetector | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 0.791 ms | 0 - 47 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
85
+ | PoseLandmarkDetector | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.474 ms | 0 - 36 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
86
+ | PoseLandmarkDetector | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.437 ms | 1 - 25 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
87
+ | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.797 ms | 0 - 78 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
88
+ | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 0.829 ms | 0 - 46 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
89
+ | PoseLandmarkDetector | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 1.146 ms | 0 - 44 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
90
+ | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.611 ms | 0 - 59 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
91
+ | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.591 ms | 1 - 50 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
92
+ | PoseLandmarkDetector | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 0.804 ms | 0 - 51 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
93
+ | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.481 ms | 0 - 39 MB | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.tflite) |
94
+ | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.579 ms | 0 - 25 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
95
+ | PoseLandmarkDetector | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 0.811 ms | 1 - 28 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
96
+ | PoseLandmarkDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.058 ms | 33 - 33 MB | NPU | [MediaPipe-Pose-Estimation.dlc](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.dlc) |
97
+ | PoseLandmarkDetector | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.162 ms | 7 - 7 MB | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipe-Pose-Estimation.onnx) |
98
 
99
 
100
 
 
152
  ```bash
153
  python -m qai_hub_models.models.mediapipe_pose.export
154
  ```
155
+
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
156
 
157
 
158
  ## How does this work?
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