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HRNetPose

Keypoint Detection
PyTorch
LiteRT
ONNX
android
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@@ -34,35 +34,33 @@ 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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- | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.807 ms | 0 - 59 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.715 ms | 1 - 2 MB | FP16 | NPU | [HRNetPose.so](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.so) |
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- | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.935 ms | 0 - 166 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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- | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 2.057 ms | 0 - 37 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.095 ms | 1 - 20 MB | FP16 | NPU | [HRNetPose.so](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.so) |
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- | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.167 ms | 0 - 71 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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- | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.689 ms | 0 - 38 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 2.038 ms | 1 - 36 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.82 ms | 0 - 48 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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- | HRNetPose | SA7255P ADP | SA7255P | TFLITE | 103.051 ms | 0 - 32 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | SA7255P ADP | SA7255P | QNN | 102.988 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.802 ms | 0 - 59 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.719 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | SA8295P ADP | SA8295P | TFLITE | 4.623 ms | 0 - 28 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | SA8295P ADP | SA8295P | QNN | 4.677 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.806 ms | 0 - 39 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.775 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | SA8775P ADP | SA8775P | TFLITE | 5.448 ms | 0 - 33 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | SA8775P ADP | SA8775P | QNN | 5.455 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 103.051 ms | 0 - 32 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 102.988 ms | 1 - 7 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.805 ms | 0 - 59 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.718 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.448 ms | 0 - 33 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.455 ms | 1 - 8 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.69 ms | 0 - 32 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.868 ms | 1 - 34 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.952 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.966 ms | 57 - 57 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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@@ -126,8 +124,8 @@ Profiling Results
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  HRNetPose
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 2.8
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- Estimated peak memory usage (MB): [0, 59]
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  Total # Ops : 516
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  Compute Unit(s) : NPU (516 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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+ | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 2.676 ms | 0 - 171 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 2.699 ms | 1 - 3 MB | FP16 | NPU | [HRNetPose.so](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.so) |
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+ | HRNetPose | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | ONNX | 2.719 ms | 0 - 127 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 1.947 ms | 0 - 114 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 2.023 ms | 0 - 20 MB | FP16 | NPU | [HRNetPose.so](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.so) |
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+ | HRNetPose | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | ONNX | 2.033 ms | 21 - 111 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 1.854 ms | 0 - 76 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 1.859 ms | 0 - 40 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.992 ms | 0 - 52 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | SA7255P ADP | SA7255P | TFLITE | 102.863 ms | 0 - 71 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.698 ms | 0 - 131 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.693 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | SA8295P ADP | SA8295P | TFLITE | 4.591 ms | 0 - 67 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | SA8295P ADP | SA8295P | QNN | 4.543 ms | 0 - 14 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.678 ms | 0 - 42 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.664 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | SA8775P ADP | SA8775P | TFLITE | 5.3 ms | 0 - 72 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | SA8775P ADP | SA8775P | QNN | 5.179 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 102.863 ms | 0 - 71 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.685 ms | 0 - 171 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.677 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.3 ms | 0 - 72 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.179 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.677 ms | 0 - 112 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.671 ms | 0 - 45 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.881 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.71 ms | 55 - 55 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
 
 
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  HRNetPose
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 2.7
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+ Estimated peak memory usage (MB): [0, 171]
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  Total # Ops : 516
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  Compute Unit(s) : NPU (516 ops)
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  ```