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HRNetPose

Keypoint Detection
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v0.31.0

Browse files

See https://github.com/quic/ai-hub-models/releases/v0.31.0 for changelog.

Files changed (4) hide show
  1. .gitattributes +2 -0
  2. HRNetPose.dlc +3 -0
  3. HRNetPose_w8a8.dlc +3 -0
  4. README.md +62 -62
.gitattributes CHANGED
@@ -35,3 +35,5 @@ 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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  HRNetPose.so filter=lfs diff=lfs merge=lfs -text
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  HRNetPose_w8a8.so filter=lfs diff=lfs merge=lfs -text
 
 
 
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  *tfevents* filter=lfs diff=lfs merge=lfs -text
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  HRNetPose.so filter=lfs diff=lfs merge=lfs -text
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  HRNetPose_w8a8.so filter=lfs diff=lfs merge=lfs -text
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+ HRNetPose.dlc filter=lfs diff=lfs merge=lfs -text
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+ HRNetPose_w8a8.dlc filter=lfs diff=lfs merge=lfs -text
HRNetPose.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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HRNetPose_w8a8.dlc ADDED
@@ -0,0 +1,3 @@
 
 
 
 
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+ version https://git-lfs.github.com/spec/v1
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README.md CHANGED
@@ -35,67 +35,67 @@ 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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- | HRNetPose | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 102.839 ms | 0 - 84 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 102.713 ms | 1 - 10 MB | NPU | Use Export Script |
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- | HRNetPose | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.737 ms | 0 - 121 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 4.831 ms | 0 - 54 MB | NPU | Use Export Script |
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- | HRNetPose | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.617 ms | 0 - 186 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 2.621 ms | 1 - 4 MB | NPU | Use Export Script |
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- | HRNetPose | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.367 ms | 0 - 84 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 4.272 ms | 1 - 10 MB | NPU | Use Export Script |
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- | HRNetPose | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 102.839 ms | 0 - 84 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | SA7255P ADP | Qualcomm® SA7255P | QNN | 102.713 ms | 1 - 10 MB | NPU | Use Export Script |
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- | HRNetPose | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.616 ms | 0 - 267 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 2.672 ms | 0 - 2 MB | NPU | Use Export Script |
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- | HRNetPose | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.541 ms | 0 - 72 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | SA8295P ADP | Qualcomm® SA8295P | QNN | 4.512 ms | 0 - 17 MB | NPU | Use Export Script |
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- | HRNetPose | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.608 ms | 0 - 120 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 2.647 ms | 1 - 3 MB | NPU | Use Export Script |
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- | HRNetPose | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.367 ms | 0 - 84 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | SA8775P ADP | Qualcomm® SA8775P | QNN | 4.272 ms | 1 - 10 MB | NPU | Use Export Script |
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- | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.615 ms | 0 - 162 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 2.617 ms | 1 - 14 MB | NPU | Use Export Script |
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- | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.655 ms | 0 - 146 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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- | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.899 ms | 0 - 128 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 2.029 ms | 0 - 54 MB | NPU | Use Export Script |
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- | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.136 ms | 0 - 95 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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- | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.822 ms | 0 - 88 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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- | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 1.625 ms | 0 - 43 MB | NPU | Use Export Script |
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- | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.727 ms | 0 - 55 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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- | HRNetPose | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 2.812 ms | 1 - 1 MB | NPU | Use Export Script |
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- | HRNetPose | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.632 ms | 55 - 55 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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- | HRNetPose | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 13.934 ms | 0 - 51 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN | 14.229 ms | 0 - 9 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.189 ms | 0 - 94 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN | 1.819 ms | 0 - 80 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.951 ms | 0 - 161 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN | 1.157 ms | 0 - 2 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.305 ms | 0 - 52 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN | 1.438 ms | 0 - 12 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.863 ms | 0 - 77 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN | 5.282 ms | 0 - 11 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.136 ms | 0 - 2 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 13.934 ms | 0 - 51 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN | 14.229 ms | 0 - 9 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.966 ms | 0 - 155 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN | 1.156 ms | 0 - 2 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.691 ms | 0 - 52 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN | 1.876 ms | 0 - 17 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.965 ms | 0 - 158 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN | 1.153 ms | 0 - 2 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.305 ms | 0 - 52 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN | 1.438 ms | 0 - 12 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.956 ms | 0 - 160 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN | 1.145 ms | 0 - 20 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 5.147 ms | 3 - 108 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
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- | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.71 ms | 0 - 88 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN | 0.828 ms | 0 - 79 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.517 ms | 0 - 187 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
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- | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.678 ms | 0 - 58 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
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- | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN | 0.727 ms | 0 - 49 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.272 ms | 0 - 198 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
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- | HRNetPose | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN | 1.266 ms | 0 - 0 MB | NPU | Use Export Script |
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- | HRNetPose | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.812 ms | 27 - 27 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
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@@ -159,7 +159,7 @@ Profiling Results
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  HRNetPose
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  Device : cs_8275 (ANDROID 14)
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  Runtime : TFLITE
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- Estimated inference time (ms) : 102.8
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  Estimated peak memory usage (MB): [0, 84]
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  Total # Ops : 516
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  Compute Unit(s) : npu (516 ops) gpu (0 ops) cpu (0 ops)
 
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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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+ | HRNetPose | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 14.327 ms | 0 - 84 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 14.21 ms | 1 - 39 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 3.641 ms | 0 - 120 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 4.823 ms | 0 - 58 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 2.608 ms | 0 - 18 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 2.61 ms | 1 - 14 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 4.347 ms | 0 - 85 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 4.298 ms | 1 - 40 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 14.327 ms | 0 - 84 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 14.21 ms | 1 - 39 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 2.61 ms | 0 - 245 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 2.615 ms | 1 - 12 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 4.547 ms | 0 - 72 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 4.477 ms | 1 - 37 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 2.603 ms | 0 - 129 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 2.625 ms | 1 - 13 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 4.347 ms | 0 - 85 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 4.298 ms | 1 - 40 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 2.605 ms | 0 - 241 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 2.619 ms | 1 - 14 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 2.69 ms | 0 - 151 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 1.878 ms | 0 - 128 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 2.051 ms | 0 - 59 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 2.089 ms | 0 - 94 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 1.825 ms | 0 - 87 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.tflite) |
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+ | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 1.86 ms | 1 - 45 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 1.946 ms | 0 - 55 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | float | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 3.173 ms | 104 - 104 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.dlc) |
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+ | HRNetPose | float | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 2.63 ms | 55 - 55 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose.onnx) |
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+ | HRNetPose | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | TFLITE | 2.625 ms | 0 - 51 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
68
+ | HRNetPose | w8a8 | QCS8275 (Proxy) | Qualcomm® QCS8275 (Proxy) | QNN_DLC | 2.863 ms | 0 - 49 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
69
+ | HRNetPose | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | TFLITE | 1.219 ms | 0 - 97 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
70
+ | HRNetPose | w8a8 | QCS8450 (Proxy) | Qualcomm® QCS8450 (Proxy) | QNN_DLC | 1.764 ms | 0 - 84 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
71
+ | HRNetPose | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | TFLITE | 0.968 ms | 0 - 160 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
72
+ | HRNetPose | w8a8 | QCS8550 (Proxy) | Qualcomm® QCS8550 (Proxy) | QNN_DLC | 1.151 ms | 0 - 77 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
73
+ | HRNetPose | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | TFLITE | 1.327 ms | 0 - 51 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
74
+ | HRNetPose | w8a8 | QCS9075 (Proxy) | Qualcomm® QCS9075 (Proxy) | QNN_DLC | 1.45 ms | 0 - 51 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
75
+ | HRNetPose | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | TFLITE | 3.786 ms | 0 - 77 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
76
+ | HRNetPose | w8a8 | RB3 Gen 2 (Proxy) | Qualcomm® QCS6490 (Proxy) | QNN_DLC | 5.296 ms | 0 - 73 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
77
+ | HRNetPose | w8a8 | RB5 (Proxy) | Qualcomm® QCS8250 (Proxy) | TFLITE | 17.457 ms | 0 - 2 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
78
+ | HRNetPose | w8a8 | SA7255P ADP | Qualcomm® SA7255P | TFLITE | 2.625 ms | 0 - 51 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
79
+ | HRNetPose | w8a8 | SA7255P ADP | Qualcomm® SA7255P | QNN_DLC | 2.863 ms | 0 - 49 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
80
+ | HRNetPose | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | TFLITE | 0.983 ms | 0 - 155 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
81
+ | HRNetPose | w8a8 | SA8255 (Proxy) | Qualcomm® SA8255P (Proxy) | QNN_DLC | 1.155 ms | 0 - 17 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
82
+ | HRNetPose | w8a8 | SA8295P ADP | Qualcomm® SA8295P | TFLITE | 1.686 ms | 0 - 53 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
83
+ | HRNetPose | w8a8 | SA8295P ADP | Qualcomm® SA8295P | QNN_DLC | 1.862 ms | 0 - 52 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
84
+ | HRNetPose | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | TFLITE | 0.966 ms | 0 - 159 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
85
+ | HRNetPose | w8a8 | SA8650 (Proxy) | Qualcomm® SA8650P (Proxy) | QNN_DLC | 1.159 ms | 0 - 19 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
86
+ | HRNetPose | w8a8 | SA8775P ADP | Qualcomm® SA8775P | TFLITE | 1.327 ms | 0 - 51 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
87
+ | HRNetPose | w8a8 | SA8775P ADP | Qualcomm® SA8775P | QNN_DLC | 1.45 ms | 0 - 51 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
88
+ | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | TFLITE | 0.971 ms | 0 - 163 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
89
+ | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | QNN_DLC | 1.166 ms | 0 - 76 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
90
+ | HRNetPose | w8a8 | Samsung Galaxy S23 | Snapdragon® 8 Gen 2 Mobile | ONNX | 4.999 ms | 3 - 104 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
91
+ | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | TFLITE | 0.71 ms | 0 - 91 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
92
+ | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | QNN_DLC | 0.829 ms | 0 - 86 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
93
+ | HRNetPose | w8a8 | Samsung Galaxy S24 | Snapdragon® 8 Gen 3 Mobile | ONNX | 3.678 ms | 5 - 194 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
94
+ | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | TFLITE | 0.664 ms | 0 - 52 MB | NPU | [HRNetPose.tflite](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.tflite) |
95
+ | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | QNN_DLC | 0.727 ms | 0 - 54 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
96
+ | HRNetPose | w8a8 | Snapdragon 8 Elite QRD | Snapdragon® 8 Elite Mobile | ONNX | 3.256 ms | 2 - 201 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
97
+ | HRNetPose | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | QNN_DLC | 1.238 ms | 133 - 133 MB | NPU | [HRNetPose.dlc](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.dlc) |
98
+ | HRNetPose | w8a8 | Snapdragon X Elite CRD | Snapdragon® X Elite | ONNX | 5.797 ms | 26 - 26 MB | NPU | [HRNetPose.onnx](https://huggingface.co/qualcomm/HRNetPose/blob/main/HRNetPose_w8a8.onnx) |
99
 
100
 
101
 
 
159
  HRNetPose
160
  Device : cs_8275 (ANDROID 14)
161
  Runtime : TFLITE
162
+ Estimated inference time (ms) : 14.3
163
  Estimated peak memory usage (MB): [0, 84]
164
  Total # Ops : 516
165
  Compute Unit(s) : npu (516 ops) gpu (0 ops) cpu (0 ops)