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PidNet

Image Segmentation
PyTorch
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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.

Files changed (1) hide show
  1. README.md +70 -66
README.md CHANGED
@@ -28,12 +28,12 @@ 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/pidnet/releases/v0.46.0/pidnet-onnx-float.zip)
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- | ONNX | w8a8 | Universal | QAIRT 2.37, ONNX Runtime 1.23.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.46.0/pidnet-onnx-w8a8.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/pidnet/releases/v0.46.0/pidnet-qnn_dlc-float.zip)
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- | QNN_DLC | w8a8 | Universal | QAIRT 2.42 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.46.0/pidnet-qnn_dlc-w8a8.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/pidnet/releases/v0.46.0/pidnet-tflite-float.zip)
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- | TFLITE | w8a8 | Universal | QAIRT 2.42, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.46.0/pidnet-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[PidNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/pidnet)**.
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@@ -65,66 +65,70 @@ See our repository for [PidNet on GitHub](https://github.com/quic/ai-hub-models/
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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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- | PidNet | ONNX | float | Snapdragon® X Elite | 29.672 ms | 24 - 24 MB | NPU
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- | PidNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 20.062 ms | 30 - 283 MB | NPU
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- | PidNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 29.443 ms | 24 - 47 MB | NPU
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- | PidNet | ONNX | float | Qualcomm® QCS9075 | 46.981 ms | 24 - 50 MB | NPU
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- | PidNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 16.219 ms | 6 - 170 MB | NPU
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- | PidNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.504 ms | 10 - 230 MB | NPU
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- | PidNet | ONNX | w8a8 | Snapdragon® X Elite | 62.888 ms | 131 - 131 MB | NPU
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- | PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 47.162 ms | 104 - 316 MB | NPU
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- | PidNet | ONNX | w8a8 | Qualcomm® QCS6490 | 396.442 ms | 197 - 217 MB | CPU
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- | PidNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 61.97 ms | 99 - 102 MB | NPU
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- | PidNet | ONNX | w8a8 | Qualcomm® QCS9075 | 66.445 ms | 100 - 102 MB | NPU
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- | PidNet | ONNX | w8a8 | Qualcomm® QCM6690 | 352.536 ms | 198 - 207 MB | CPU
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- | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 41.36 ms | 100 - 258 MB | NPU
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- | PidNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 328.507 ms | 182 - 192 MB | CPU
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- | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 41.2 ms | 96 - 263 MB | NPU
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- | PidNet | QNN_DLC | float | Snapdragon® X Elite | 40.667 ms | 24 - 24 MB | NPU
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- | PidNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 26.571 ms | 24 - 340 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 120.917 ms | 24 - 243 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 39.47 ms | 24 - 26 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® SA8775P | 48.183 ms | 24 - 244 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® QCS9075 | 61.963 ms | 24 - 52 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 77.089 ms | 5 - 336 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® SA7255P | 120.917 ms | 24 - 243 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® SA8295P | 53.509 ms | 24 - 261 MB | NPU
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- | PidNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.353 ms | 15 - 261 MB | NPU
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- | PidNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.477 ms | 24 - 296 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 60.343 ms | 6 - 6 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 43.386 ms | 6 - 271 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 111.352 ms | 6 - 217 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 57.922 ms | 6 - 8 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 58.439 ms | 6 - 218 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 61.043 ms | 6 - 14 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 63.916 ms | 6 - 270 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 111.352 ms | 6 - 217 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 66.554 ms | 6 - 220 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 41.33 ms | 6 - 240 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 47.407 ms | 6 - 271 MB | NPU
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- | PidNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 27.003 ms | 1 - 337 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 121.07 ms | 3 - 232 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 39.328 ms | 2 - 5 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® SA8775P | 48.171 ms | 0 - 231 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® QCS9075 | 61.649 ms | 0 - 45 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 76.087 ms | 3 - 346 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® SA7255P | 121.07 ms | 3 - 232 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® SA8295P | 53.491 ms | 2 - 244 MB | NPU
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- | PidNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.33 ms | 1 - 255 MB | NPU
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- | PidNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.463 ms | 2 - 282 MB | NPU
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- | PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 38.156 ms | 1 - 269 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 206.238 ms | 3 - 72 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 98.717 ms | 1 - 213 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 50.434 ms | 0 - 2 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 51.134 ms | 1 - 213 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 53.258 ms | 0 - 16 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 223.507 ms | 2 - 233 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 58.793 ms | 1 - 270 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® SA7255P | 98.717 ms | 1 - 213 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® SA8295P | 58.192 ms | 0 - 215 MB | NPU
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- | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 38.304 ms | 1 - 233 MB | NPU
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- | PidNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 77.878 ms | 1 - 221 MB | NPU
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- | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 45.649 ms | 0 - 263 MB | NPU
 
 
 
 
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  ## License
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  * The license for the original implementation of PidNet 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/pidnet/releases/v0.47.0/pidnet-onnx-float.zip)
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+ | ONNX | w8a8 | Universal | QAIRT 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.47.0/pidnet-onnx-w8a8.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/pidnet/releases/v0.47.0/pidnet-qnn_dlc-float.zip)
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+ | QNN_DLC | w8a8 | Universal | QAIRT 2.43 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.47.0/pidnet-qnn_dlc-w8a8.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/pidnet/releases/v0.47.0/pidnet-tflite-float.zip)
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+ | TFLITE | w8a8 | Universal | QAIRT 2.43, TFLite 2.17.0 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.47.0/pidnet-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[PidNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/pidnet)**.
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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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+ | PidNet | ONNX | float | Snapdragon® X Elite | 34.015 ms | 24 - 24 MB | NPU
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+ | PidNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 24.112 ms | 29 - 342 MB | NPU
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+ | PidNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 35.064 ms | 24 - 27 MB | NPU
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+ | PidNet | ONNX | float | Qualcomm® QCS9075 | 47.377 ms | 24 - 51 MB | NPU
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+ | PidNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 17.658 ms | 5 - 224 MB | NPU
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+ | PidNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.393 ms | 30 - 298 MB | NPU
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+ | PidNet | ONNX | float | Snapdragon® X2 Elite | 14.124 ms | 22 - 22 MB | NPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® X Elite | 87.113 ms | 133 - 133 MB | NPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 45.811 ms | 109 - 369 MB | NPU
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+ | PidNet | ONNX | w8a8 | Qualcomm® QCS6490 | 387.425 ms | 197 - 216 MB | CPU
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+ | PidNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 59.747 ms | 103 - 107 MB | NPU
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+ | PidNet | ONNX | w8a8 | Qualcomm® QCS9075 | 67.759 ms | 104 - 107 MB | NPU
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+ | PidNet | ONNX | w8a8 | Qualcomm® QCM6690 | 347.832 ms | 162 - 170 MB | CPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 43.964 ms | 103 - 314 MB | NPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 328.18 ms | 214 - 223 MB | CPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 45.73 ms | 109 - 334 MB | NPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® X2 Elite | 46.995 ms | 134 - 134 MB | NPU
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+ | PidNet | QNN_DLC | float | Snapdragon® X Elite | 40.278 ms | 24 - 24 MB | NPU
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+ | PidNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 27.05 ms | 23 - 340 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 121.017 ms | 24 - 244 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 39.08 ms | 24 - 305 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® SA8775P | 48.162 ms | 24 - 244 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® QCS9075 | 61.73 ms | 24 - 52 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 75.854 ms | 0 - 330 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® SA7255P | 121.017 ms | 24 - 244 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® SA8295P | 52.915 ms | 24 - 260 MB | NPU
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+ | PidNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.303 ms | 17 - 262 MB | NPU
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+ | PidNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.288 ms | 14 - 285 MB | NPU
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+ | PidNet | QNN_DLC | float | Snapdragon® X2 Elite | 13.939 ms | 24 - 24 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 60.437 ms | 6 - 6 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 43.247 ms | 6 - 271 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 111.149 ms | 6 - 217 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 57.761 ms | 6 - 39 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 58.412 ms | 6 - 218 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 61.598 ms | 6 - 14 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 64.081 ms | 6 - 271 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 111.149 ms | 6 - 217 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 66.477 ms | 6 - 220 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 41.449 ms | 6 - 242 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 47.509 ms | 6 - 270 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 48.329 ms | 6 - 6 MB | NPU
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+ | PidNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 26.686 ms | 1 - 332 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 121.024 ms | 3 - 232 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 39.163 ms | 3 - 5 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® SA8775P | 48.049 ms | 2 - 232 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® QCS9075 | 61.728 ms | 0 - 45 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 76.279 ms | 2 - 341 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® SA7255P | 121.024 ms | 3 - 232 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® SA8295P | 52.947 ms | 2 - 244 MB | NPU
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+ | PidNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.493 ms | 1 - 254 MB | NPU
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+ | PidNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.243 ms | 2 - 276 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 38.024 ms | 1 - 267 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 206.162 ms | 3 - 73 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 98.59 ms | 1 - 212 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 50.375 ms | 1 - 3 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 242.178 ms | 0 - 212 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 53.962 ms | 1 - 17 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 237.035 ms | 1 - 194 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 58.806 ms | 0 - 268 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® SA7255P | 98.59 ms | 1 - 212 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® SA8295P | 58.306 ms | 1 - 215 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 38.39 ms | 1 - 234 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 67.192 ms | 2 - 221 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 40.864 ms | 1 - 264 MB | NPU
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  ## License
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  * The license for the original implementation of PidNet can be found