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RTMPose-Body2d

Keypoint Detection
PyTorch
android
Model card Files
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v0.50.2

Browse files

See https://github.com/qualcomm/ai-hub-models/releases/v0.50.2 for changelog.

Files changed (2) hide show
  1. README.md +52 -52
  2. release_assets.json +1 -1
README.md CHANGED
@@ -27,11 +27,11 @@ Below are pre-exported model assets ready for deployment.
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  | Runtime | Precision | Chipset | SDK Versions | Download |
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  |---|---|---|---|---|
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- | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.1/rtmpose_body2d-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.1/rtmpose_body2d-onnx-w8a16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.1/rtmpose_body2d-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.1/rtmpose_body2d-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.1/rtmpose_body2d-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[RTMPose-Body2d on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/rtmpose_body2d)**.
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@@ -60,55 +60,55 @@ See our repository for [RTMPose-Body2d on GitHub](https://github.com/qualcomm/ai
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  ## Performance Summary
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  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
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  |---|---|---|---|---|---|---
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- | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.92 ms | 0 - 35 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Snapdragon® X2 Elite | 0.936 ms | 37 - 37 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Snapdragon® X Elite | 1.863 ms | 37 - 37 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.34 ms | 0 - 61 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.769 ms | 0 - 54 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Qualcomm® QCS9075 | 2.441 ms | 0 - 4 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.092 ms | 0 - 36 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.738 ms | 0 - 61 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X2 Elite | 0.768 ms | 19 - 19 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X Elite | 1.909 ms | 19 - 19 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.178 ms | 0 - 88 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS6490 | 175.637 ms | 47 - 50 MB | CPU
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- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.71 ms | 0 - 23 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS9075 | 1.907 ms | 0 - 3 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCM6690 | 86.835 ms | 37 - 46 MB | CPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.865 ms | 0 - 58 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 82.945 ms | 47 - 56 MB | CPU
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- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.907 ms | 1 - 35 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® X2 Elite | 1.118 ms | 1 - 1 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® X Elite | 1.843 ms | 1 - 1 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.322 ms | 0 - 57 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 7.504 ms | 1 - 33 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.743 ms | 1 - 2 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8775P | 2.418 ms | 0 - 35 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS9075 | 2.418 ms | 1 - 3 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.543 ms | 0 - 61 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA7255P | 7.504 ms | 1 - 33 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8295P | 3.546 ms | 0 - 35 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.074 ms | 1 - 32 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.755 ms | 0 - 51 MB | NPU
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  | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.965 ms | 0 - 0 MB | NPU
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  | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.958 ms | 0 - 0 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.179 ms | 0 - 80 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 3.886 ms | 0 - 50 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.741 ms | 0 - 2 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.042 ms | 0 - 52 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.896 ms | 0 - 2 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA7255P | 3.886 ms | 0 - 50 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.892 ms | 0 - 50 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.9 ms | 0 - 49 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.326 ms | 0 - 88 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 7.432 ms | 0 - 49 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.765 ms | 0 - 2 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8775P | 2.428 ms | 0 - 50 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS9075 | 2.441 ms | 0 - 40 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.53 ms | 0 - 96 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® SA7255P | 7.432 ms | 0 - 49 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8295P | 3.543 ms | 0 - 51 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.071 ms | 0 - 52 MB | NPU
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  ## License
114
  * The license for the original implementation of RTMPose-Body2d can be found
 
27
 
28
  | Runtime | Precision | Chipset | SDK Versions | Download |
29
  |---|---|---|---|---|
30
+ | ONNX | float | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-onnx-float.zip)
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+ | ONNX | w8a16 | Universal | QAIRT 2.42, ONNX Runtime 1.24.3 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-onnx-w8a16.zip)
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+ | QNN_DLC | float | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a16 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-qnn_dlc-w8a16.zip)
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+ | TFLITE | float | Universal | QAIRT 2.43, TFLite 2.19.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[RTMPose-Body2d on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/rtmpose_body2d)**.
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60
  ## Performance Summary
61
  | Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
62
  |---|---|---|---|---|---|---
63
+ | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.922 ms | 0 - 40 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Snapdragon® X2 Elite | 0.937 ms | 37 - 37 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Snapdragon® X Elite | 1.851 ms | 37 - 37 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.343 ms | 0 - 56 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.78 ms | 0 - 171 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Qualcomm® QCS9075 | 2.431 ms | 0 - 4 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.091 ms | 0 - 36 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.739 ms | 0 - 60 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X2 Elite | 0.771 ms | 19 - 19 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X Elite | 1.93 ms | 19 - 19 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.172 ms | 0 - 92 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS6490 | 163.105 ms | 48 - 51 MB | CPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.71 ms | 0 - 149 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS9075 | 1.909 ms | 0 - 3 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCM6690 | 86.821 ms | 47 - 55 MB | CPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.861 ms | 0 - 54 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 82.562 ms | 48 - 57 MB | CPU
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+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.905 ms | 1 - 36 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® X2 Elite | 1.09 ms | 1 - 1 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® X Elite | 1.845 ms | 1 - 1 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.317 ms | 0 - 58 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 7.536 ms | 1 - 33 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.747 ms | 1 - 2 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8775P | 2.447 ms | 1 - 35 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS9075 | 2.413 ms | 1 - 3 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.524 ms | 0 - 63 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA7255P | 7.536 ms | 1 - 33 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8295P | 3.543 ms | 0 - 35 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.09 ms | 1 - 36 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.751 ms | 0 - 51 MB | NPU
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  | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.965 ms | 0 - 0 MB | NPU
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  | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.958 ms | 0 - 0 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.162 ms | 0 - 79 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 3.849 ms | 0 - 49 MB | NPU
97
+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.736 ms | 0 - 2 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.05 ms | 0 - 53 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.905 ms | 2 - 4 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA7255P | 3.849 ms | 0 - 49 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.893 ms | 0 - 50 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.894 ms | 0 - 51 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.27 ms | 0 - 88 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 7.471 ms | 0 - 48 MB | NPU
105
+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.736 ms | 0 - 2 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8775P | 2.447 ms | 0 - 50 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS9075 | 2.397 ms | 0 - 40 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.546 ms | 0 - 99 MB | NPU
109
+ | RTMPose-Body2d | TFLITE | float | Qualcomm® SA7255P | 7.471 ms | 0 - 48 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8295P | 3.539 ms | 0 - 51 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.088 ms | 0 - 52 MB | NPU
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113
  ## License
114
  * The license for the original implementation of RTMPose-Body2d can be found
release_assets.json CHANGED
@@ -1 +1 @@
1
- {"version":"0.50.1","precisions":{"w8a16":{"universal_assets":{"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.1/rtmpose_body2d-qnn_dlc-w8a16.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.1/rtmpose_body2d-onnx-w8a16.zip"}}},"float":{"universal_assets":{"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.17.0"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.1/rtmpose_body2d-tflite-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.1/rtmpose_body2d-qnn_dlc-float.zip"},"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.1/rtmpose_body2d-onnx-float.zip"}}}}}
 
1
+ {"version":"0.50.2","precisions":{"float":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-onnx-float.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-qnn_dlc-float.zip"},"tflite":{"tool_versions":{"qairt":"2.43.0.260127150333_193827","tflite":"2.19.1"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-tflite-float.zip"}}},"w8a16":{"universal_assets":{"onnx":{"tool_versions":{"qairt":"2.42.0.251225135753_193295","onnx_runtime":"1.24.3"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-onnx-w8a16.zip"},"qnn_dlc":{"tool_versions":{"qairt":"2.43.0.260127150333_193827"},"download_url":"https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.50.2/rtmpose_body2d-qnn_dlc-w8a16.zip"}}}}}