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RTMPose-Body2d

Keypoint Detection
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v0.47.0

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See https://github.com/quic/ai-hub-models/releases/v0.47.0 for changelog.

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  1. README.md +54 -46
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 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.46.0/rtmpose_body2d-onnx-float.zip)
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- | ONNX | w8a16 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.46.0/rtmpose_body2d-onnx-w8a16.zip)
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- | QNN_DLC | float | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.46.0/rtmpose_body2d-qnn_dlc-float.zip)
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- | QNN_DLC | w8a16 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.46.0/rtmpose_body2d-qnn_dlc-w8a16.zip)
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- | TFLITE | float | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/rtmpose_body2d/releases/v0.46.0/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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@@ -60,47 +60,55 @@ See our repository for [RTMPose-Body2d on GitHub](https://github.com/quic/ai-hub
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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® X Elite | 2.288 ms | 36 - 36 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.726 ms | 0 - 120 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Qualcomm® QCS8550 (Proxy) | 2.349 ms | 0 - 40 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Qualcomm® QCS9075 | 3.003 ms | 1 - 5 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.425 ms | 0 - 101 MB | NPU
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- | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1.264 ms | 0 - 100 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X Elite | 2.718 ms | 19 - 19 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.824 ms | 0 - 150 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS6490 | 182.531 ms | 48 - 60 MB | CPU
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- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 2.477 ms | 0 - 6 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS9075 | 2.829 ms | 0 - 3 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCM6690 | 88.493 ms | 47 - 55 MB | CPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 1.395 ms | 0 - 118 MB | NPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 84.503 ms | 47 - 56 MB | CPU
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- | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 1.259 ms | 0 - 122 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® X Elite | 1.853 ms | 1 - 1 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.334 ms | 0 - 53 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.737 ms | 1 - 2 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8775P | 2.438 ms | 1 - 35 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS9075 | 2.396 ms | 1 - 3 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.545 ms | 0 - 62 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8295P | 3.571 ms | 0 - 35 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.09 ms | 0 - 34 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.916 ms | 1 - 36 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.944 ms | 0 - 0 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.205 ms | 0 - 75 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.73 ms | 0 - 2 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.044 ms | 0 - 52 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.878 ms | 0 - 2 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.883 ms | 0 - 49 MB | NPU
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- | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.748 ms | 0 - 50 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.306 ms | 0 - 92 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 7.561 ms | 0 - 50 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.707 ms | 0 - 2 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8775P | 2.484 ms | 0 - 51 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS9075 | 2.426 ms | 0 - 40 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.523 ms | 0 - 94 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® SA7255P | 7.561 ms | 0 - 50 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8295P | 3.55 ms | 0 - 57 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.087 ms | 0 - 47 MB | NPU
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- | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.908 ms | 0 - 50 MB | NPU
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of RTMPose-Body2d can be found
 
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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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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/v0.47.0/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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  ## 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® X Elite | 1.873 ms | 37 - 37 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1.338 ms | 0 - 55 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1.765 ms | 0 - 41 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Qualcomm® QCS9075 | 2.437 ms | 0 - 4 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.091 ms | 0 - 35 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.921 ms | 0 - 38 MB | NPU
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+ | RTMPose-Body2d | ONNX | float | Snapdragon® X2 Elite | 0.933 ms | 37 - 37 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X Elite | 1.91 ms | 19 - 19 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.169 ms | 0 - 87 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS6490 | 175.399 ms | 53 - 56 MB | CPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.71 ms | 0 - 36 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCS9075 | 1.904 ms | 0 - 3 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Qualcomm® QCM6690 | 86.92 ms | 48 - 57 MB | CPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.868 ms | 0 - 61 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 82.722 ms | 47 - 55 MB | CPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.736 ms | 0 - 61 MB | NPU
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+ | RTMPose-Body2d | ONNX | w8a16 | Snapdragon® X2 Elite | 0.77 ms | 19 - 19 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® X Elite | 1.84 ms | 1 - 1 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.331 ms | 0 - 57 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 7.51 ms | 1 - 33 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 1.738 ms | 1 - 2 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8775P | 2.429 ms | 1 - 36 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS9075 | 2.433 ms | 1 - 3 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 3.514 ms | 0 - 62 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA7255P | 7.51 ms | 1 - 33 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Qualcomm® SA8295P | 3.533 ms | 0 - 35 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.074 ms | 1 - 34 MB | NPU
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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 | 1.087 ms | 1 - 1 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X Elite | 1.951 ms | 0 - 0 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 1.18 ms | 0 - 75 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8275 (Proxy) | 3.835 ms | 0 - 50 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS8550 (Proxy) | 1.732 ms | 0 - 2 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA8775P | 2.04 ms | 0 - 52 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® QCS9075 | 1.904 ms | 0 - 2 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Qualcomm® SA7255P | 3.835 ms | 0 - 50 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 0.89 ms | 0 - 53 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 0.753 ms | 0 - 51 MB | NPU
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+ | RTMPose-Body2d | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 0.974 ms | 0 - 0 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1.327 ms | 0 - 91 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 7.468 ms | 0 - 49 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 1.755 ms | 0 - 2 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8775P | 2.455 ms | 0 - 51 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS9075 | 2.425 ms | 0 - 40 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 3.556 ms | 0 - 93 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® SA7255P | 7.468 ms | 0 - 49 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Qualcomm® SA8295P | 3.553 ms | 0 - 51 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.078 ms | 0 - 52 MB | NPU
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+ | RTMPose-Body2d | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.901 ms | 0 - 49 MB | NPU
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  ## License
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  * The license for the original implementation of RTMPose-Body2d can be found