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HRNetPose

Keypoint Detection
PyTorch
LiteRT
ONNX
android
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@@ -1,6 +1,6 @@
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  ---
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  library_name: pytorch
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- license: mit
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  tags:
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  - android
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  pipeline_tag: keypoint-detection
@@ -25,44 +25,77 @@ More details on model performance across various devices, can be found
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  ### Model Details
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- - **Model Type:** Pose estimation
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  - **Model Stats:**
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  - Model checkpoint: hrnet_posenet_FP32_state_dict
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  - Input resolution: 256x192
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  - Number of parameters: 28.5M
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- - Model size: 109 MB
 
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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 | 2.661 ms | 0 - 20 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 | 2.761 ms | 0 - 20 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 | 2.727 ms | 0 - 163 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 | 1.942 ms | 0 - 115 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 | 1.959 ms | 0 - 54 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 | 2.003 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 | 1.852 ms | 0 - 74 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 | 1.851 ms | 0 - 39 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite | ONNX | 1.97 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 | 102.856 ms | 0 - 72 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 | 2.66 ms | 0 - 19 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | SA8255 (Proxy) | SA8255P Proxy | QNN | 2.664 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | SA8295P ADP | SA8295P | TFLITE | 4.59 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 | 4.52 ms | 0 - 18 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | TFLITE | 2.659 ms | 0 - 46 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | SA8650 (Proxy) | SA8650P Proxy | QNN | 2.692 ms | 1 - 4 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | SA8775P ADP | SA8775P | TFLITE | 5.313 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 | 5.176 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | QCS8275 (Proxy) | QCS8275 Proxy | TFLITE | 102.856 ms | 0 - 72 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 | 2.672 ms | 0 - 148 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | QCS8550 (Proxy) | QCS8550 Proxy | QNN | 2.658 ms | 1 - 3 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | QCS9075 (Proxy) | QCS9075 Proxy | TFLITE | 5.313 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 | 5.176 ms | 1 - 11 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | TFLITE | 3.887 ms | 0 - 115 MB | FP16 | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | QCS8450 (Proxy) | QCS8450 Proxy | QNN | 3.845 ms | 0 - 48 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.831 ms | 1 - 1 MB | FP16 | NPU | Use Export Script |
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- | HRNetPose | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.722 ms | 55 - 55 MB | FP16 | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -124,12 +157,12 @@ python -m qai_hub_models.models.hrnet_pose.export
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  Profiling Results
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  ------------------------------------------------------------
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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, 20]
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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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  ---
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  library_name: pytorch
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+ license: other
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  tags:
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  - android
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  pipeline_tag: keypoint-detection
 
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  ### Model Details
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+ - **Model Type:** Model_use_case.pose_estimation
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  - **Model Stats:**
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  - Model checkpoint: hrnet_posenet_FP32_state_dict
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  - Input resolution: 256x192
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  - Number of parameters: 28.5M
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+ - Model size (float): 109 MB
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+ - Model size (w8a8): 28 MB
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+ | Model | Precision | Device | Chipset | Target Runtime | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit | Target Model
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  |---|---|---|---|---|---|---|---|---|
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+ | HRNetPose | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 14.4 ms | 0 - 71 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.249 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | HRNetPose | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.877 ms | 0 - 118 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 5.124 ms | 0 - 52 MB | NPU | Use Export Script |
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+ | HRNetPose | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.659 ms | 0 - 77 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.649 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | HRNetPose | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.461 ms | 0 - 71 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.344 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | HRNetPose | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.4 ms | 0 - 71 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.249 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | HRNetPose | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.684 ms | 0 - 79 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.677 ms | 1 - 2 MB | NPU | Use Export Script |
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+ | HRNetPose | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.57 ms | 0 - 67 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.537 ms | 1 - 18 MB | NPU | Use Export Script |
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+ | HRNetPose | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.68 ms | 0 - 19 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.663 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | HRNetPose | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.461 ms | 0 - 71 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.344 ms | 1 - 12 MB | NPU | Use Export Script |
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+ | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.678 ms | 0 - 78 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.646 ms | 0 - 16 MB | NPU | Use Export Script |
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+ | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.715 ms | 0 - 162 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.965 ms | 0 - 116 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 1.997 ms | 1 - 53 MB | NPU | Use Export Script |
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+ | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.084 ms | 0 - 89 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.853 ms | 0 - 74 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.808 ms | 0 - 40 MB | NPU | Use Export Script |
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+ | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.943 ms | 0 - 52 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.823 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | HRNetPose | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.699 ms | 55 - 55 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.665 ms | 0 - 48 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 2.888 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.313 ms | 0 - 91 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.92 ms | 0 - 78 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.996 ms | 0 - 133 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.146 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.326 ms | 0 - 50 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.422 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.813 ms | 0 - 75 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 5.224 ms | 0 - 14 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.222 ms | 0 - 2 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.665 ms | 0 - 48 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 2.888 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.979 ms | 0 - 135 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.152 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.719 ms | 0 - 51 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.865 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.992 ms | 0 - 132 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.137 ms | 0 - 3 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.326 ms | 0 - 50 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.422 ms | 0 - 15 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.987 ms | 0 - 135 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.16 ms | 0 - 41 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.837 ms | 3 - 82 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
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+ | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.743 ms | 0 - 89 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.822 ms | 0 - 80 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.744 ms | 0 - 162 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
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+ | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.701 ms | 0 - 52 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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+ | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.735 ms | 0 - 52 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.769 ms | 0 - 121 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
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+ | HRNetPose | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.26 ms | 0 - 0 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.901 ms | 27 - 27 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
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  Profiling Results
158
  ------------------------------------------------------------
159
  HRNetPose
160
+ Device : cs_8275 (ANDROID 14)
161
+ Runtime : TFLITE
162
+ Estimated inference time (ms) : 14.4
163
+ Estimated peak memory usage (MB): [0, 71]
164
+ Total # Ops : 516
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+ Compute Unit(s) : npu (516 ops) gpu (0 ops) cpu (0 ops)
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  ```
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