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LiteHRNet

Keypoint Detection
PyTorch
LiteRT
android
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v0.44.0

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See https://github.com/quic/ai-hub-models/releases/v0.44.0 for changelog.

Files changed (6) hide show
  1. .gitattributes +1 -0
  2. LICENSE +0 -1
  3. DEPLOYMENT_MODEL_LICENSE.pdf → LiteHRNet_float.dlc +2 -2
  4. LiteHRNet_float.onnx.zip +2 -2
  5. LiteHRNet_float.tflite +2 -2
  6. README.md +30 -18
.gitattributes CHANGED
@@ -34,3 +34,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  DEPLOYMENT_MODEL_LICENSE.pdf filter=lfs diff=lfs merge=lfs -text
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+ LiteHRNet_float.dlc filter=lfs diff=lfs merge=lfs -text
LICENSE CHANGED
@@ -1,2 +1 @@
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  The license of the original trained model can be found at https://github.com/HRNet/Lite-HRNet/blob/hrnet/LICENSE.
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- The license for the deployable model files (.tflite, .onnx, .dlc, .bin, etc.) can be found in DEPLOYMENT_MODEL_LICENSE.pdf.
 
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  The license of the original trained model can be found at https://github.com/HRNet/Lite-HRNet/blob/hrnet/LICENSE.
 
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README.md CHANGED
@@ -34,23 +34,36 @@ 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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- | LiteHRNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 8.831 ms | 0 - 60 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 5.124 ms | 0 - 68 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.457 ms | 0 - 19 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.594 ms | 0 - 29 MB | NPU | [LiteHRNet.onnx.zip](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.onnx.zip) |
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- | LiteHRNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.465 ms | 0 - 60 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 8.831 ms | 0 - 60 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.475 ms | 0 - 19 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 6.439 ms | 0 - 63 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.47 ms | 0 - 19 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.465 ms | 0 - 60 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.824 ms | 0 - 65 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.406 ms | 0 - 62 MB | NPU | [LiteHRNet.onnx.zip](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.onnx.zip) |
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- | LiteHRNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.351 ms | 0 - 61 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 2.918 ms | 0 - 50 MB | NPU | [LiteHRNet.onnx.zip](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.onnx.zip) |
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- | LiteHRNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 2.127 ms | 0 - 61 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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- | LiteHRNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.791 ms | 1 - 55 MB | NPU | [LiteHRNet.onnx.zip](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.onnx.zip) |
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- | LiteHRNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.846 ms | 4 - 4 MB | NPU | [LiteHRNet.onnx.zip](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.onnx.zip) |
 
 
 
 
 
 
 
 
 
 
 
 
 
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@@ -228,7 +241,6 @@ Explore all available models on [Qualcomm® AI Hub](https://aihub.qualcomm.com/)
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  ## License
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  * The license for the original implementation of LiteHRNet can be found
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  [here](https://github.com/HRNet/Lite-HRNet/blob/hrnet/LICENSE).
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- * The license for the compiled assets for on-device deployment can be found [here](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/Qualcomm+AI+Hub+Proprietary+License.pdf)
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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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+ | LiteHRNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 8.616 ms | 0 - 185 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 4.888 ms | 1 - 161 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 5.321 ms | 0 - 215 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 2.825 ms | 1 - 193 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 4.181 ms | 0 - 2 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.058 ms | 1 - 3 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | ONNX | 5.58 ms | 0 - 7 MB | NPU | [LiteHRNet.onnx.zip](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.onnx.zip) |
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+ | LiteHRNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 5.182 ms | 0 - 185 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 10.911 ms | 1 - 161 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 8.616 ms | 0 - 185 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 4.888 ms | 1 - 161 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 4.191 ms | 0 - 2 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.056 ms | 1 - 3 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 6.196 ms | 0 - 194 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 3.432 ms | 0 - 170 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 4.174 ms | 0 - 2 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.054 ms | 1 - 3 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 5.182 ms | 0 - 185 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 10.911 ms | 1 - 161 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 2.686 ms | 0 - 218 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 1.351 ms | 1 - 192 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.401 ms | 0 - 177 MB | NPU | [LiteHRNet.onnx.zip](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.onnx.zip) |
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+ | LiteHRNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | TFLITE | 2.26 ms | 0 - 184 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | QNN_DLC | 1.076 ms | 1 - 168 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | Samsung Galaxy S25 | Snapdragon® 8 Elite For Galaxy Mobile | ONNX | 2.914 ms | 0 - 148 MB | NPU | [LiteHRNet.onnx.zip](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.onnx.zip) |
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+ | LiteHRNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | TFLITE | 2.057 ms | 0 - 187 MB | NPU | [LiteHRNet.tflite](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.tflite) |
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+ | LiteHRNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | QNN_DLC | 0.889 ms | 1 - 164 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | Snapdragon 8 Elite Gen 5 QRD | Snapdragon® 8 Elite Gen5 Mobile | ONNX | 2.789 ms | 0 - 149 MB | NPU | [LiteHRNet.onnx.zip](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.onnx.zip) |
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+ | LiteHRNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 2.376 ms | 1 - 1 MB | NPU | [LiteHRNet.dlc](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.dlc) |
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+ | LiteHRNet | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.863 ms | 4 - 4 MB | NPU | [LiteHRNet.onnx.zip](https://huggingface.co/qualcomm/LiteHRNet/blob/main/LiteHRNet.onnx.zip) |
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  ## License
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  * The license for the original implementation of LiteHRNet can be found
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  [here](https://github.com/HRNet/Lite-HRNet/blob/hrnet/LICENSE).
 
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