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LiteHRNet

Keypoint Detection
PyTorch
android
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v0.49.1

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See https://github.com/qualcomm/ai-hub-models/releases/v0.49.1 for changelog.

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  1. README.md +32 -31
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 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/litehrnet/releases/v0.48.0/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/v0.48.0/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/v0.48.0/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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@@ -57,34 +57,35 @@ See our repository for [LiteHRNet on GitHub](https://github.com/qualcomm/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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- | LiteHRNet | ONNX | float | Snapdragon® X2 Elite | 2.847 ms | 5 - 5 MB | NPU
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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 | QNN_DLC | float | Snapdragon® X2 Elite | 1.245 ms | 1 - 1 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 | 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
 
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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/v0.49.1/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/v0.49.1/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/v0.49.1/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® 8 Elite Gen 5 Mobile | 2.738 ms | 1 - 98 MB | NPU
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+ | LiteHRNet | ONNX | float | Snapdragon® X2 Elite | 2.852 ms | 5 - 5 MB | NPU
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+ | LiteHRNet | ONNX | float | Snapdragon® X Elite | 5.733 ms | 5 - 5 MB | NPU
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+ | LiteHRNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 3.145 ms | 0 - 129 MB | NPU
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+ | LiteHRNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 5.198 ms | 0 - 12 MB | NPU
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+ | LiteHRNet | ONNX | float | Qualcomm® QCS9075 | 5.904 ms | 1 - 4 MB | NPU
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+ | LiteHRNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.848 ms | 0 - 100 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 0.838 ms | 1 - 84 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Snapdragon® X2 Elite | 1.228 ms | 1 - 1 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Snapdragon® X Elite | 2.392 ms | 1 - 1 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1.367 ms | 1 - 111 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 4.937 ms | 1 - 81 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 2.07 ms | 1 - 2 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® SA8775P | 10.887 ms | 1 - 80 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® QCS9075 | 2.512 ms | 1 - 3 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 2.806 ms | 0 - 109 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® SA7255P | 4.937 ms | 1 - 81 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Qualcomm® SA8295P | 3.472 ms | 0 - 83 MB | NPU
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+ | LiteHRNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 1.016 ms | 0 - 84 MB | NPU
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+ | LiteHRNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2.015 ms | 0 - 120 MB | NPU
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+ | LiteHRNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2.715 ms | 0 - 150 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 8.753 ms | 0 - 114 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 4.212 ms | 0 - 2 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® SA8775P | 5.16 ms | 0 - 115 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® QCS9075 | 5.075 ms | 0 - 10 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 5.327 ms | 0 - 136 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® SA7255P | 8.753 ms | 0 - 114 MB | NPU
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+ | LiteHRNet | TFLITE | float | Qualcomm® SA8295P | 6.292 ms | 0 - 114 MB | NPU
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+ | LiteHRNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 2.201 ms | 0 - 119 MB | NPU
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  ## License
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  * The license for the original implementation of LiteHRNet can be found