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HRNetPose

Keypoint Detection
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v0.30.5

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See https://github.com/quic/ai-hub-models/releases/v0.30.5 for changelog.

Files changed (2) hide show
  1. HRNetPose_w8a8.onnx +2 -2
  2. README.md +65 -65
HRNetPose_w8a8.onnx CHANGED
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README.md CHANGED
@@ -35,67 +35,67 @@ More details on model performance across various devices, can be found
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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 | 102.912 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 | 14.216 ms | 1 - 10 MB | NPU | Use Export Script |
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- | HRNetPose | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.926 ms | 0 - 114 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 | 5.128 ms | 0 - 51 MB | NPU | Use Export Script |
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- | HRNetPose | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.666 ms | 0 - 185 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 | 2.678 ms | 1 - 3 MB | NPU | Use Export Script |
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- | HRNetPose | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.453 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 | 4.339 ms | 1 - 14 MB | NPU | Use Export Script |
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- | HRNetPose | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 102.912 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 | 14.216 ms | 1 - 10 MB | NPU | Use Export Script |
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- | HRNetPose | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.674 ms | 0 - 34 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 | 2.646 ms | 1 - 2 MB | NPU | Use Export Script |
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- | HRNetPose | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.557 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 | 4.558 ms | 1 - 18 MB | NPU | Use Export Script |
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- | HRNetPose | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.666 ms | 0 - 81 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 | 2.689 ms | 1 - 3 MB | NPU | Use Export Script |
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- | HRNetPose | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.453 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 | 4.339 ms | 1 - 14 MB | NPU | Use Export Script |
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- | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.668 ms | 0 - 19 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 | 2.636 ms | 1 - 14 MB | NPU | Use Export Script |
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- | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.743 ms | 0 - 134 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 | 1.956 ms | 0 - 114 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 | 2.004 ms | 1 - 54 MB | NPU | Use Export Script |
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- | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.11 ms | 0 - 92 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 - 75 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 | 1.56 ms | 1 - 40 MB | NPU | Use Export Script |
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- | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.739 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 | 2.847 ms | 1 - 1 MB | NPU | Use Export Script |
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- | HRNetPose | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.694 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 | 2.632 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 | 2.882 ms | 0 - 10 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.365 ms | 0 - 96 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 | 1.871 ms | 0 - 83 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.994 ms | 0 - 132 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 | 1.139 ms | 0 - 4 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.327 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 | 1.419 ms | 0 - 14 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.843 ms | 0 - 74 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 | 5.222 ms | 0 - 11 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.399 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 | 2.632 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 | 2.882 ms | 0 - 10 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.984 ms | 0 - 131 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 | 1.154 ms | 0 - 3 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.734 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 | 1.879 ms | 0 - 18 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.984 ms | 0 - 135 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 | 1.138 ms | 0 - 2 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.327 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 | 1.419 ms | 0 - 14 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.956 ms | 0 - 133 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 | 1.162 ms | 0 - 18 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.021 ms | 3 - 103 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 | 0.724 ms | 0 - 88 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 | 0.852 ms | 0 - 80 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.4 ms | 0 - 164 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 | 0.694 ms | 0 - 53 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 | 3.238 ms | 0 - 122 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 | 1.261 ms | 0 - 0 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.833 ms | 26 - 26 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
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@@ -159,8 +159,8 @@ Profiling Results
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  HRNetPose
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 102.9
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- Estimated peak memory usage (MB): [0, 71]
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  Total # Ops : 516
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  Compute Unit(s) : npu (516 ops) gpu (0 ops) cpu (0 ops)
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  ```
@@ -249,13 +249,13 @@ AI Hub. [Sign up for access](https://myaccount.qualcomm.com/signup).
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  You can also run the demo on-device.
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  ```bash
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- python -m qai_hub_models.models.hrnet_pose.demo --on-device
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  ```
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  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
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  environment, please add the following to your cell (instead of the above).
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  ```
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- %run -m qai_hub_models.models.hrnet_pose.demo -- --on-device
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  ```
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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 | 102.839 ms | 0 - 84 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 | 102.713 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | HRNetPose | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.737 ms | 0 - 121 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 | 4.831 ms | 0 - 54 MB | NPU | Use Export Script |
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+ | HRNetPose | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.617 ms | 0 - 186 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 | 2.621 ms | 1 - 4 MB | NPU | Use Export Script |
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+ | HRNetPose | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.367 ms | 0 - 84 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 | 4.272 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | HRNetPose | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 102.839 ms | 0 - 84 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 102.713 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | HRNetPose | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.616 ms | 0 - 267 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 | 2.672 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | HRNetPose | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.541 ms | 0 - 72 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.512 ms | 0 - 17 MB | NPU | Use Export Script |
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+ | HRNetPose | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.608 ms | 0 - 120 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 | 2.647 ms | 1 - 3 MB | NPU | Use Export Script |
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+ | HRNetPose | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.367 ms | 0 - 84 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.272 ms | 1 - 10 MB | NPU | Use Export Script |
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+ | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.615 ms | 0 - 162 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 | 2.617 ms | 1 - 14 MB | NPU | Use Export Script |
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+ | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.655 ms | 0 - 146 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 | 1.899 ms | 0 - 128 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 | 2.029 ms | 0 - 54 MB | NPU | Use Export Script |
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+ | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.136 ms | 0 - 95 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 | 1.822 ms | 0 - 88 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 | 1.625 ms | 0 - 43 MB | NPU | Use Export Script |
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+ | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.727 ms | 0 - 55 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 | 2.812 ms | 1 - 1 MB | NPU | Use Export Script |
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+ | HRNetPose | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.632 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 | 13.934 ms | 0 - 51 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 | 14.229 ms | 0 - 9 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.189 ms | 0 - 94 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 | 1.819 ms | 0 - 80 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.951 ms | 0 - 161 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 | 1.157 ms | 0 - 2 MB | NPU | Use Export Script |
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+ | HRNetPose | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.305 ms | 0 - 52 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 | 1.438 ms | 0 - 12 MB | NPU | Use Export Script |
75
+ | HRNetPose | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.863 ms | 0 - 77 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
76
+ | HRNetPose | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 5.282 ms | 0 - 11 MB | NPU | Use Export Script |
77
+ | HRNetPose | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.136 ms | 0 - 2 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
78
+ | HRNetPose | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 13.934 ms | 0 - 51 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
79
+ | HRNetPose | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.229 ms | 0 - 9 MB | NPU | Use Export Script |
80
+ | HRNetPose | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.966 ms | 0 - 155 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
81
+ | HRNetPose | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.156 ms | 0 - 2 MB | NPU | Use Export Script |
82
+ | HRNetPose | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.691 ms | 0 - 52 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
83
+ | HRNetPose | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.876 ms | 0 - 17 MB | NPU | Use Export Script |
84
+ | HRNetPose | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.965 ms | 0 - 158 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
85
+ | HRNetPose | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.153 ms | 0 - 2 MB | NPU | Use Export Script |
86
+ | HRNetPose | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.305 ms | 0 - 52 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
87
+ | HRNetPose | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.438 ms | 0 - 12 MB | NPU | Use Export Script |
88
+ | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.956 ms | 0 - 160 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
89
+ | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.145 ms | 0 - 20 MB | NPU | Use Export Script |
90
+ | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.147 ms | 3 - 108 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
91
+ | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.71 ms | 0 - 88 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
92
+ | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.828 ms | 0 - 79 MB | NPU | Use Export Script |
93
+ | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.517 ms | 0 - 187 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
94
+ | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.678 ms | 0 - 58 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
95
+ | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.727 ms | 0 - 49 MB | NPU | Use Export Script |
96
+ | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.272 ms | 0 - 198 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
97
+ | HRNetPose | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.266 ms | 0 - 0 MB | NPU | Use Export Script |
98
+ | HRNetPose | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.812 ms | 27 - 27 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
99
 
100
 
101
 
 
159
  HRNetPose
160
  Device : cs_8275 (ANDROID 14)
161
  Runtime : TFLITE
162
+ Estimated inference time (ms) : 102.8
163
+ Estimated peak memory usage (MB): [0, 84]
164
  Total # Ops : 516
165
  Compute Unit(s) : npu (516 ops) gpu (0 ops) cpu (0 ops)
166
  ```
 
249
  You can also run the demo on-device.
250
 
251
  ```bash
252
+ python -m qai_hub_models.models.hrnet_pose.demo --eval-mode on-device
253
  ```
254
 
255
  **NOTE**: If you want running in a Jupyter Notebook or Google Colab like
256
  environment, please add the following to your cell (instead of the above).
257
  ```
258
+ %run -m qai_hub_models.models.hrnet_pose.demo -- --eval-mode on-device
259
  ```
260
 
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