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LiteHRNet

Keypoint Detection
PyTorch
android
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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 +31 -30
README.md CHANGED
@@ -27,9 +27,9 @@ 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/litehrnet/releases/v0.46.0/litehrnet-onnx-float.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/litehrnet/releases/v0.46.0/litehrnet-qnn_dlc-float.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/litehrnet/releases/v0.46.0/litehrnet-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[LiteHRNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/litehrnet)**.
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@@ -57,33 +57,34 @@ See our repository for [LiteHRNet on GitHub](https://github.com/quic/ai-hub-mode
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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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- | LiteHRNet | ONNX | float | Snapdragon® X Elite | 5.871 ms | 4 - 4 MB | NPU
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- | LiteHRNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.412 ms | 0 - 175 MB | NPU
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- | LiteHRNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 5.591 ms | 0 - 158 MB | NPU
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- | LiteHRNet | ONNX | float | Qualcomm® QCS9075 | 6.235 ms | 1 - 4 MB | NPU
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- | LiteHRNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.928 ms | 0 - 149 MB | NPU
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- | LiteHRNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.763 ms | 0 - 149 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Snapdragon® X Elite | 2.393 ms | 1 - 1 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.347 ms | 0 - 110 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 4.887 ms | 1 - 80 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.065 ms | 1 - 118 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Qualcomm® SA8775P | 2.662 ms | 1 - 82 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Qualcomm® QCS9075 | 2.487 ms | 1 - 3 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.915 ms | 0 - 107 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Qualcomm® SA7255P | 4.887 ms | 1 - 80 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Qualcomm® SA8295P | 3.449 ms | 0 - 82 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.024 ms | 1 - 85 MB | NPU
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- | LiteHRNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.847 ms | 1 - 84 MB | NPU
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- | LiteHRNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.684 ms | 0 - 159 MB | NPU
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- | LiteHRNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 8.657 ms | 0 - 119 MB | NPU
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- | LiteHRNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 4.25 ms | 0 - 12 MB | NPU
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- | LiteHRNet | TFLITE | float | Qualcomm® SA8775P | 5.259 ms | 0 - 119 MB | NPU
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- | LiteHRNet | TFLITE | float | Qualcomm® QCS9075 | 5.046 ms | 0 - 10 MB | NPU
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- | LiteHRNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.332 ms | 0 - 139 MB | NPU
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- | LiteHRNet | TFLITE | float | Qualcomm® SA7255P | 8.657 ms | 0 - 119 MB | NPU
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- | LiteHRNet | TFLITE | float | Qualcomm® SA8295P | 6.273 ms | 0 - 117 MB | NPU
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- | LiteHRNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.217 ms | 0 - 122 MB | NPU
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- | LiteHRNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.017 ms | 0 - 122 MB | NPU
 
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  ## License
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  * The license for the original implementation of LiteHRNet 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/litehrnet/releases/v0.47.0/litehrnet-onnx-float.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/litehrnet/releases/v0.47.0/litehrnet-qnn_dlc-float.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/litehrnet/releases/v0.47.0/litehrnet-tflite-float.zip)
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  For more device-specific assets and performance metrics, visit **[LiteHRNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/litehrnet)**.
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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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+ | LiteHRNet | ONNX | float | Snapdragon® X Elite | 5.775 ms | 5 - 5 MB | NPU
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+ | LiteHRNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.131 ms | 0 - 120 MB | NPU
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+ | LiteHRNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 5.183 ms | 0 - 8 MB | NPU
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+ | LiteHRNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.846 ms | 0 - 98 MB | NPU
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+ | LiteHRNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.734 ms | 1 - 99 MB | NPU
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+ | LiteHRNet | ONNX | float | Snapdragon® X2 Elite | 2.847 ms | 5 - 5 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Snapdragon® X Elite | 2.388 ms | 1 - 1 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.365 ms | 0 - 108 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 4.906 ms | 1 - 80 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.094 ms | 1 - 2 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® SA8775P | 2.643 ms | 1 - 82 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® QCS9075 | 2.517 ms | 3 - 5 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.821 ms | 0 - 104 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® SA7255P | 4.906 ms | 1 - 80 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® SA8295P | 3.472 ms | 0 - 78 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.012 ms | 0 - 82 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.834 ms | 1 - 84 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Snapdragon® X2 Elite | 1.245 ms | 1 - 1 MB | NPU
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+ | LiteHRNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.708 ms | 0 - 151 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 8.745 ms | 0 - 114 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 4.22 ms | 0 - 2 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® SA8775P | 5.16 ms | 0 - 116 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® QCS9075 | 5.074 ms | 0 - 10 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.196 ms | 0 - 138 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® SA7255P | 8.745 ms | 0 - 114 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® SA8295P | 6.394 ms | 0 - 113 MB | NPU
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+ | LiteHRNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.229 ms | 0 - 111 MB | NPU
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+ | LiteHRNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.015 ms | 0 - 121 MB | NPU
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  ## License
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  * The license for the original implementation of LiteHRNet can be found