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README.md
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@@ -36,56 +36,56 @@ 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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| MediaPipePoseDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.78 ms | 0 -
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| MediaPipePoseDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.
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| MediaPipePoseDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX |
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| MediaPipePoseDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.
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| MediaPipePoseDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.
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| MediaPipePoseDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.
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| MediaPipePoseDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.
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| MediaPipePoseDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.
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| MediaPipePoseDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.
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| MediaPipePoseDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.
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| MediaPipePoseDetector | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.
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| MediaPipePoseDetector | SA7255P ADP | SA7255P | TFLITE | 37.
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| MediaPipePoseDetector | SA7255P ADP | SA7255P | QNN | 38.
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| MediaPipePoseDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.
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| MediaPipePoseDetector | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.
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| MediaPipePoseDetector | SA8295P ADP | SA8295P | TFLITE | 2.
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| MediaPipePoseDetector | SA8295P ADP | SA8295P | QNN | 2.
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| MediaPipePoseDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.
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| MediaPipePoseDetector | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.
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| MediaPipePoseDetector | SA8775P ADP | SA8775P | TFLITE | 1.
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| MediaPipePoseDetector | SA8775P ADP | SA8775P | QNN | 1.
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| MediaPipePoseDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.
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| MediaPipePoseDetector | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.
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| MediaPipePoseDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.
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| MediaPipePoseDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.
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64 |
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.
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| MediaPipePoseLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.552 ms | 0 -
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| MediaPipePoseLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.
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| MediaPipePoseLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.
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| MediaPipePoseLandmarkDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.
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| MediaPipePoseLandmarkDetector | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.
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| MediaPipePoseLandmarkDetector | SA7255P ADP | SA7255P | TFLITE | 17.
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| MediaPipePoseLandmarkDetector | SA7255P ADP | SA7255P | QNN | 17.
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| MediaPipePoseLandmarkDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.
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| MediaPipePoseLandmarkDetector | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.
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| MediaPipePoseLandmarkDetector | SA8295P ADP | SA8295P | TFLITE | 1.
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| MediaPipePoseLandmarkDetector | SA8295P ADP | SA8295P | QNN |
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| MediaPipePoseLandmarkDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.
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| MediaPipePoseLandmarkDetector | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.
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| MediaPipePoseLandmarkDetector | SA8775P ADP | SA8775P | TFLITE | 1.
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| MediaPipePoseLandmarkDetector | SA8775P ADP | SA8775P | QNN | 1.
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| MediaPipePoseLandmarkDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.
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| MediaPipePoseLandmarkDetector | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.
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| MediaPipePoseLandmarkDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.
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| MediaPipePoseLandmarkDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.
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@@ -150,7 +150,7 @@ MediaPipePoseDetector
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) : 0.8
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Estimated peak memory usage (MB): [0,
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Total # Ops : 106
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Compute Unit(s) : NPU (106 ops)
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@@ -159,7 +159,7 @@ MediaPipePoseLandmarkDetector
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Device : Samsung Galaxy S23 (13)
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Runtime : TFLITE
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Estimated inference time (ms) : 0.8
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Estimated peak memory usage (MB): [0,
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Total # Ops : 219
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Compute Unit(s) : NPU (219 ops)
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```
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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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| MediaPipePoseDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.78 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.tflite) |
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| MediaPipePoseDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.838 ms | 0 - 12 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.so](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.so) |
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| MediaPipePoseDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.004 ms | 0 - 12 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.onnx) |
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| MediaPipePoseDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.561 ms | 0 - 26 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.tflite) |
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| MediaPipePoseDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.611 ms | 0 - 19 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.so](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.so) |
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| MediaPipePoseDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.729 ms | 0 - 29 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.onnx) |
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| MediaPipePoseDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.565 ms | 0 - 21 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.tflite) |
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| MediaPipePoseDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.612 ms | 0 - 20 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.834 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.onnx) |
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| MediaPipePoseDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.78 ms | 0 - 13 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.tflite) |
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| MediaPipePoseDetector | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.819 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseDetector | SA7255P ADP | SA7255P | TFLITE | 37.964 ms | 0 - 14 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.tflite) |
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| MediaPipePoseDetector | SA7255P ADP | SA7255P | QNN | 38.258 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.779 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.tflite) |
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| MediaPipePoseDetector | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.82 ms | 0 - 2 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseDetector | SA8295P ADP | SA8295P | TFLITE | 2.344 ms | 0 - 17 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.tflite) |
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| MediaPipePoseDetector | SA8295P ADP | SA8295P | QNN | 2.66 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.777 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.tflite) |
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| MediaPipePoseDetector | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.822 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseDetector | SA8775P ADP | SA8775P | TFLITE | 1.803 ms | 0 - 14 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.tflite) |
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| MediaPipePoseDetector | SA8775P ADP | SA8775P | QNN | 1.985 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.916 ms | 0 - 20 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.tflite) |
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| MediaPipePoseDetector | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.98 ms | 0 - 29 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 0.977 ms | 0 - 0 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.061 ms | 5 - 5 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseDetector.onnx) |
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.822 ms | 0 - 44 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.tflite) |
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 0.926 ms | 0 - 35 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.so](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.so) |
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 1.31 ms | 0 - 26 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.onnx) |
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.591 ms | 0 - 32 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.tflite) |
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.669 ms | 1 - 23 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.so](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.so) |
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| MediaPipePoseLandmarkDetector | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 0.963 ms | 0 - 38 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.onnx) |
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| MediaPipePoseLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.552 ms | 0 - 25 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.tflite) |
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| MediaPipePoseLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.641 ms | 0 - 24 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseLandmarkDetector | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 0.922 ms | 0 - 32 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.onnx) |
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| MediaPipePoseLandmarkDetector | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.816 ms | 0 - 9 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.tflite) |
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| MediaPipePoseLandmarkDetector | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 0.903 ms | 1 - 5 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseLandmarkDetector | SA7255P ADP | SA7255P | TFLITE | 17.219 ms | 0 - 19 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.tflite) |
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| MediaPipePoseLandmarkDetector | SA7255P ADP | SA7255P | QNN | 17.609 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseLandmarkDetector | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.833 ms | 0 - 44 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.tflite) |
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78 |
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| MediaPipePoseLandmarkDetector | SA8255 (Proxy) | SA8255P Proxy | QNN | 0.89 ms | 0 - 3 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseLandmarkDetector | SA8295P ADP | SA8295P | TFLITE | 1.42 ms | 0 - 23 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.tflite) |
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| MediaPipePoseLandmarkDetector | SA8295P ADP | SA8295P | QNN | 2.161 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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81 |
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| MediaPipePoseLandmarkDetector | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.807 ms | 0 - 44 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.tflite) |
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| MediaPipePoseLandmarkDetector | SA8650 (Proxy) | SA8650P Proxy | QNN | 0.898 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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83 |
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| MediaPipePoseLandmarkDetector | SA8775P ADP | SA8775P | TFLITE | 1.612 ms | 0 - 19 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.tflite) |
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84 |
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| MediaPipePoseLandmarkDetector | SA8775P ADP | SA8775P | QNN | 1.929 ms | 0 - 10 MB | FP16 | NPU | Use Export Script |
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| MediaPipePoseLandmarkDetector | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.028 ms | 0 - 27 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.tflite](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.tflite) |
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86 |
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| MediaPipePoseLandmarkDetector | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.093 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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87 |
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| MediaPipePoseLandmarkDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.115 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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88 |
+
| MediaPipePoseLandmarkDetector | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 1.365 ms | 9 - 9 MB | FP16 | NPU | [MediaPipe-Pose-Estimation.onnx](https://huggingface.co/qualcomm/MediaPipe-Pose-Estimation/blob/main/MediaPipePoseLandmarkDetector.onnx) |
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89 |
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90 |
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91 |
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150 |
Device : Samsung Galaxy S23 (13)
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151 |
Runtime : TFLITE
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152 |
Estimated inference time (ms) : 0.8
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153 |
+
Estimated peak memory usage (MB): [0, 23]
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Total # Ops : 106
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155 |
Compute Unit(s) : NPU (106 ops)
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156 |
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159 |
Device : Samsung Galaxy S23 (13)
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160 |
Runtime : TFLITE
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161 |
Estimated inference time (ms) : 0.8
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162 |
+
Estimated peak memory usage (MB): [0, 44]
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163 |
Total # Ops : 219
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164 |
Compute Unit(s) : NPU (219 ops)
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```
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