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@@ -36,64 +36,64 @@ More details on model performance across various devices, can be found
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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- | MediaPipeHandDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.719 ms | 0 - 24 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.778 ms | 1 - 21 MB | FP16 | NPU | [MediaPipe-Hand-Detection.so](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.so) |
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- | MediaPipeHandDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.156 ms | 0 - 18 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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- | MediaPipeHandDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.519 ms | 0 - 27 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.579 ms | 0 - 26 MB | FP16 | NPU | [MediaPipe-Hand-Detection.so](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.so) |
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- | MediaPipeHandDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.871 ms | 0 - 37 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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- | MediaPipeHandDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.524 ms | 0 - 22 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.609 ms | 0 - 24 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.894 ms | 0 - 29 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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- | MediaPipeHandDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.718 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.792 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandDetector | SA7255P ADP | SA7255P | TFLITE | 24.734 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | SA7255P ADP | SA7255P | QNN | 25.003 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.716 ms | 0 - 22 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.792 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandDetector | SA8295P ADP | SA8295P | TFLITE | 1.728 ms | 0 - 19 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | SA8295P ADP | SA8295P | QNN | 2.26 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.71 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.789 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandDetector | SA8775P ADP | SA8775P | TFLITE | 1.518 ms | 0 - 18 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | SA8775P ADP | SA8775P | QNN | 1.774 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.293 ms | 0 - 25 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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- | MediaPipeHandDetector | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.428 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.941 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.212 ms | 5 - 5 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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- | MediaPipeHandLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 1.019 ms | 0 - 47 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.103 ms | 0 - 47 MB | FP16 | NPU | [MediaPipe-Hand-Detection.so](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.so) |
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- | MediaPipeHandLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.553 ms | 0 - 28 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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- | MediaPipeHandLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.756 ms | 0 - 24 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.828 ms | 1 - 22 MB | FP16 | NPU | [MediaPipe-Hand-Detection.so](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.so) |
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- | MediaPipeHandLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.144 ms | 0 - 33 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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- | MediaPipeHandLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.696 ms | 0 - 21 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.754 ms | 0 - 20 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.073 ms | 0 - 32 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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- | MediaPipeHandLandmarkDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.012 ms | 0 - 47 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.088 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandLandmarkDetector | SA7255P ADP | SA7255P | TFLITE | 35.525 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | SA7255P ADP | SA7255P | QNN | 35.763 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandLandmarkDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.027 ms | 0 - 47 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.11 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandLandmarkDetector | SA8295P ADP | SA8295P | TFLITE | 2.298 ms | 0 - 21 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | SA8295P ADP | SA8295P | QNN | 3.028 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandLandmarkDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.023 ms | 0 - 47 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.102 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandLandmarkDetector | SA8775P ADP | SA8775P | TFLITE | 2.215 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | SA8775P ADP | SA8775P | QNN | 2.469 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandLandmarkDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.783 ms | 0 - 27 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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- | MediaPipeHandLandmarkDetector | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.912 ms | 1 - 25 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandLandmarkDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.332 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | MediaPipeHandLandmarkDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.615 ms | 7 - 7 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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  ## Installation
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- This model can be installed as a Python package via pip.
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  ```bash
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  pip install qai-hub-models
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  ```
@@ -150,7 +150,7 @@ MediaPipeHandDetector
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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  Estimated inference time (ms) : 0.7
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- Estimated peak memory usage (MB): [0, 24]
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  Total # Ops : 149
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  Compute Unit(s) : NPU (149 ops)
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@@ -292,7 +292,8 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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- * The license for the original implementation of MediaPipe-Hand-Detection can be found [here](https://github.com/zmurez/MediaPipePyTorch/blob/master/LICENSE).
 
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  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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  | Model | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Precision | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | MediaPipeHandDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.72 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.797 ms | 1 - 20 MB | FP16 | NPU | [MediaPipe-Hand-Detection.so](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.so) |
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+ | MediaPipeHandDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.167 ms | 0 - 18 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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+ | MediaPipeHandDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.521 ms | 0 - 27 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.576 ms | 0 - 22 MB | FP16 | NPU | [MediaPipe-Hand-Detection.so](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.so) |
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+ | MediaPipeHandDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.838 ms | 1 - 38 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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+ | MediaPipeHandDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.514 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.578 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.881 ms | 0 - 29 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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+ | MediaPipeHandDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.717 ms | 0 - 22 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.793 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandDetector | SA7255P ADP | SA7255P | TFLITE | 24.617 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | SA7255P ADP | SA7255P | QNN | 24.904 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.717 ms | 0 - 22 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.812 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandDetector | SA8295P ADP | SA8295P | TFLITE | 1.737 ms | 0 - 19 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | SA8295P ADP | SA8295P | QNN | 2.455 ms | 1 - 15 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.714 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.79 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandDetector | SA8775P ADP | SA8775P | TFLITE | 1.525 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | SA8775P ADP | SA8775P | QNN | 1.761 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.3 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.tflite) |
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+ | MediaPipeHandDetector | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.417 ms | 1 - 21 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.931 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.203 ms | 5 - 5 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandDetector.onnx) |
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+ | MediaPipeHandLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.993 ms | 0 - 47 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.111 ms | 0 - 47 MB | FP16 | NPU | [MediaPipe-Hand-Detection.so](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.so) |
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+ | MediaPipeHandLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.496 ms | 0 - 28 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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+ | MediaPipeHandLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.754 ms | 0 - 24 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.841 ms | 0 - 24 MB | FP16 | NPU | [MediaPipe-Hand-Detection.so](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.so) |
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+ | MediaPipeHandLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 1.168 ms | 0 - 33 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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+ | MediaPipeHandLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.7 ms | 0 - 26 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.764 ms | 1 - 24 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.066 ms | 1 - 35 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
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+ | MediaPipeHandLandmarkDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 1.012 ms | 0 - 48 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.114 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandLandmarkDetector | SA7255P ADP | SA7255P | TFLITE | 35.397 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | SA7255P ADP | SA7255P | QNN | 35.699 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandLandmarkDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 1.021 ms | 0 - 48 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
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+ | MediaPipeHandLandmarkDetector | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.121 ms | 2 - 4 MB | FP16 | NPU | Use Export Script |
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+ | MediaPipeHandLandmarkDetector | SA8295P ADP | SA8295P | TFLITE | 2.285 ms | 0 - 21 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
80
+ | MediaPipeHandLandmarkDetector | SA8295P ADP | SA8295P | QNN | 2.556 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
81
+ | MediaPipeHandLandmarkDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 1.029 ms | 0 - 47 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
82
+ | MediaPipeHandLandmarkDetector | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.138 ms | 1 - 5 MB | FP16 | NPU | Use Export Script |
83
+ | MediaPipeHandLandmarkDetector | SA8775P ADP | SA8775P | TFLITE | 2.199 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
84
+ | MediaPipeHandLandmarkDetector | SA8775P ADP | SA8775P | QNN | 2.472 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
85
+ | MediaPipeHandLandmarkDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.792 ms | 0 - 21 MB | FP16 | NPU | [MediaPipe-Hand-Detection.tflite](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.tflite) |
86
+ | MediaPipeHandLandmarkDetector | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.887 ms | 1 - 20 MB | FP16 | NPU | Use Export Script |
87
+ | MediaPipeHandLandmarkDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.329 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
88
+ | MediaPipeHandLandmarkDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.636 ms | 8 - 8 MB | FP16 | NPU | [MediaPipe-Hand-Detection.onnx](https://huggingface.co/qualcomm/MediaPipe-Hand-Detection/blob/main/MediaPipeHandLandmarkDetector.onnx) |
89
 
90
 
91
 
92
 
93
  ## Installation
94
 
 
95
 
96
+ Install the package via pip:
97
  ```bash
98
  pip install qai-hub-models
99
  ```
 
150
  Device : Samsung Galaxy S23 (13)
151
  Runtime : TFLITE
152
  Estimated inference time (ms) : 0.7
153
+ Estimated peak memory usage (MB): [0, 23]
154
  Total # Ops : 149
155
  Compute Unit(s) : NPU (149 ops)
156
 
 
292
 
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294
  ## License
295
+ * The license for the original implementation of MediaPipe-Hand-Detection can be found
296
+ [here](https://github.com/zmurez/MediaPipePyTorch/blob/master/LICENSE).
297
  * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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