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HRNetPoseQuantized

Keypoint Detection
PyTorch
TF Lite
ONNX
quantized
android
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@@ -35,29 +35,30 @@ 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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- | HRNetPoseQuantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.97 ms | 0 - 21 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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- | HRNetPoseQuantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.251 ms | 0 - 23 MB | INT8 | NPU | [HRNetPoseQuantized.so](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.so) |
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- | HRNetPoseQuantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.69 ms | 0 - 35 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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- | HRNetPoseQuantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.912 ms | 0 - 34 MB | INT8 | NPU | [HRNetPoseQuantized.so](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.so) |
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- | HRNetPoseQuantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.647 ms | 0 - 33 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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- | HRNetPoseQuantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.87 ms | 0 - 31 MB | INT8 | NPU | Use Export Script |
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- | HRNetPoseQuantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.657 ms | 0 - 41 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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- | HRNetPoseQuantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.379 ms | 0 - 8 MB | INT8 | NPU | Use Export Script |
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- | HRNetPoseQuantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.037 ms | 0 - 7 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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- | HRNetPoseQuantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.952 ms | 0 - 17 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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- | HRNetPoseQuantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.215 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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- | HRNetPoseQuantized | SA7255P ADP | SA7255P | QNN | 14.378 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | HRNetPoseQuantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.954 ms | 0 - 12 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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- | HRNetPoseQuantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.224 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | HRNetPoseQuantized | SA8295P ADP | SA8295P | TFLITE | 1.662 ms | 0 - 31 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
 
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  | HRNetPoseQuantized | SA8295P ADP | SA8295P | QNN | 1.997 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | HRNetPoseQuantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.957 ms | 0 - 10 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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- | HRNetPoseQuantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.22 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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- | HRNetPoseQuantized | SA8775P ADP | SA8775P | TFLITE | 1.452 ms | 0 - 32 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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- | HRNetPoseQuantized | SA8775P ADP | SA8775P | QNN | 1.902 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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- | HRNetPoseQuantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.219 ms | 0 - 37 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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- | HRNetPoseQuantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.514 ms | 0 - 37 MB | INT8 | NPU | Use Export Script |
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- | HRNetPoseQuantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.372 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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@@ -122,8 +123,8 @@ Profiling Results
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  HRNetPoseQuantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 1.0
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- Estimated peak memory usage (MB): [0, 21]
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  Total # Ops : 518
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  Compute Unit(s) : NPU (518 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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+ | HRNetPoseQuantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | TFLITE | 0.95 ms | 0 - 22 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 | QNN | 1.24 ms | 0 - 11 MB | INT8 | NPU | [HRNetPoseQuantized.so](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.so) |
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+ | HRNetPoseQuantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | TFLITE | 0.706 ms | 0 - 39 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 | QNN | 0.915 ms | 0 - 34 MB | INT8 | NPU | [HRNetPoseQuantized.so](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.so) |
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+ | HRNetPoseQuantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | TFLITE | 0.645 ms | 0 - 36 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | QNN | 0.888 ms | 0 - 32 MB | INT8 | NPU | Use Export Script |
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+ | HRNetPoseQuantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | TFLITE | 3.735 ms | 0 - 44 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | RB3 Gen 2 (Proxy) | QCS6490 Proxy | QNN | 5.349 ms | 0 - 7 MB | INT8 | NPU | Use Export Script |
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+ | HRNetPoseQuantized | RB5 (Proxy) | QCS8250 Proxy | TFLITE | 17.373 ms | 0 - 3 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | QCS8550 (Proxy) | QCS8550 Proxy | TFLITE | 0.954 ms | 0 - 11 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 1.218 ms | 0 - 2 MB | INT8 | NPU | Use Export Script |
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+ | HRNetPoseQuantized | SA7255P ADP | SA7255P | TFLITE | 13.862 ms | 0 - 33 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | SA7255P ADP | SA7255P | QNN | 14.372 ms | 0 - 10 MB | INT8 | NPU | Use Export Script |
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+ | HRNetPoseQuantized | SA8255 (Proxy) | SA8255P Proxy | TFLITE | 0.962 ms | 0 - 19 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | SA8255 (Proxy) | SA8255P Proxy | QNN | 1.223 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | HRNetPoseQuantized | SA8295P ADP | SA8295P | TFLITE | 1.675 ms | 0 - 36 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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  | HRNetPoseQuantized | SA8295P ADP | SA8295P | QNN | 1.997 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | HRNetPoseQuantized | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 0.951 ms | 0 - 16 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | SA8650 (Proxy) | SA8650P Proxy | QNN | 1.211 ms | 0 - 1 MB | INT8 | NPU | Use Export Script |
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+ | HRNetPoseQuantized | SA8775P ADP | SA8775P | TFLITE | 1.455 ms | 0 - 36 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | SA8775P ADP | SA8775P | QNN | 1.913 ms | 0 - 6 MB | INT8 | NPU | Use Export Script |
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+ | HRNetPoseQuantized | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 1.216 ms | 0 - 43 MB | INT8 | NPU | [HRNetPoseQuantized.tflite](https://huggingface.co/qualcomm/HRNetPoseQuantized/blob/main/HRNetPoseQuantized.tflite) |
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+ | HRNetPoseQuantized | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 1.481 ms | 0 - 39 MB | INT8 | NPU | Use Export Script |
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+ | HRNetPoseQuantized | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.347 ms | 0 - 0 MB | INT8 | NPU | Use Export Script |
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  HRNetPoseQuantized
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  Device : Samsung Galaxy S23 (13)
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  Runtime : TFLITE
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+ Estimated inference time (ms) : 0.9
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+ Estimated peak memory usage (MB): [0, 22]
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  Total # Ops : 518
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  Compute Unit(s) : NPU (518 ops)
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  ```