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HRNetPose

Keypoint Detection
PyTorch
LiteRT
ONNX
android
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@@ -34,33 +34,35 @@ 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 | 2.676 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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@@ -125,7 +127,7 @@ 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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  ```
 
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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 | 2.658 ms | 0 - 79 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 | 2.661 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 | 2.738 ms | 0 - 130 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 | 1.98 ms | 0 - 119 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 | 1.996 ms | 1 - 18 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 | 2.074 ms | 0 - 92 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 | 1.851 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 | 1.594 ms | 0 - 38 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 2.002 ms | 0 - 51 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | SA7255P ADP | SA7255P | TFLITE | 102.824 ms | 0 - 71 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | SA7255P ADP | SA7255P | QNN | 102.654 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 2.688 ms | 0 - 138 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.67 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | SA8295P ADP | SA8295P | TFLITE | 4.578 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 | 4.561 ms | 1 - 18 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.663 ms | 0 - 78 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.684 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | SA8775P ADP | SA8775P | TFLITE | 5.336 ms | 0 - 71 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | SA8775P ADP | SA8775P | QNN | 5.156 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 102.824 ms | 0 - 71 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | QCS8275 (Proxy) | QCS8275 Proxy | QNN | 102.654 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 2.657 ms | 0 - 19 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.688 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.336 ms | 0 - 71 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | QCS9075 (Proxy) | QCS9075 Proxy | QNN | 5.156 ms | 1 - 10 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.822 ms | 0 - 113 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.927 ms | 0 - 48 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 3.025 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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+ | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.694 ms | 56 - 56 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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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, 79]
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  Total # Ops : 516
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  Compute Unit(s) : NPU (516 ops)
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  ```