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PidNet

Image Segmentation
PyTorch
real_time
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.

Files changed (1) hide show
  1. README.md +69 -70
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 2.42, ONNX Runtime 1.24.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pidnet/releases/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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/v0.48.0/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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@@ -65,70 +65,69 @@ See our repository for [PidNet on GitHub](https://github.com/qualcomm/ai-hub-mod
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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® X2 Elite | 14.154 ms | 22 - 22 MB | NPU
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- | PidNet | ONNX | float | Snapdragon® X Elite | 34.21 ms | 24 - 24 MB | NPU
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- | PidNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 24.114 ms | 18 - 334 MB | NPU
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- | PidNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 34.459 ms | 24 - 27 MB | NPU
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- | PidNet | ONNX | float | Qualcomm® QCS9075 | 47.725 ms | 24 - 51 MB | NPU
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- | PidNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 17.416 ms | 6 - 225 MB | NPU
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- | PidNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 13.39 ms | 30 - 298 MB | NPU
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- | PidNet | ONNX | w8a8 | Snapdragon® X2 Elite | 45.505 ms | 134 - 134 MB | NPU
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- | PidNet | ONNX | w8a8 | Snapdragon® X Elite | 85.169 ms | 133 - 133 MB | NPU
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- | PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 45.893 ms | 109 - 371 MB | NPU
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- | PidNet | ONNX | w8a8 | Qualcomm® QCS6490 | 395.24 ms | 197 - 215 MB | CPU
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- | PidNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 60.084 ms | 101 - 107 MB | NPU
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- | PidNet | ONNX | w8a8 | Qualcomm® QCS9075 | 66.844 ms | 104 - 106 MB | NPU
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- | PidNet | ONNX | w8a8 | Qualcomm® QCM6690 | 348.38 ms | 198 - 208 MB | CPU
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- | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 43.624 ms | 98 - 308 MB | NPU
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- | PidNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 327.876 ms | 211 - 222 MB | CPU
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- | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 45.169 ms | 99 - 319 MB | NPU
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- | PidNet | QNN_DLC | float | Snapdragon® X2 Elite | 13.818 ms | 24 - 24 MB | NPU
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- | PidNet | QNN_DLC | float | Snapdragon® X Elite | 40.239 ms | 24 - 24 MB | NPU
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- | PidNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 26.914 ms | 24 - 343 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 121.006 ms | 24 - 244 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 38.712 ms | 24 - 36 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® SA8775P | 48.083 ms | 24 - 244 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® QCS9075 | 61.877 ms | 24 - 52 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 76.2 ms | 5 - 336 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® SA7255P | 121.006 ms | 24 - 244 MB | NPU
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- | PidNet | QNN_DLC | float | Qualcomm® SA8295P | 52.875 ms | 24 - 261 MB | NPU
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- | PidNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.401 ms | 21 - 266 MB | NPU
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- | PidNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.273 ms | 10 - 281 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 48.221 ms | 6 - 6 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 60.443 ms | 6 - 6 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 43.161 ms | 6 - 272 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 111.117 ms | 6 - 217 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 58.012 ms | 6 - 8 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 58.495 ms | 6 - 218 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 61.544 ms | 6 - 14 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 64.308 ms | 6 - 271 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 111.117 ms | 6 - 217 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 66.512 ms | 6 - 220 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 41.45 ms | 6 - 240 MB | NPU
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- | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 47.754 ms | 6 - 271 MB | NPU
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- | PidNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 26.686 ms | 1 - 335 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 121.027 ms | 2 - 232 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 38.953 ms | 2 - 54 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® SA8775P | 48.051 ms | 2 - 233 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® QCS9075 | 62.137 ms | 0 - 45 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 77.886 ms | 3 - 344 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® SA7255P | 121.027 ms | 2 - 232 MB | NPU
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- | PidNet | TFLITE | float | Qualcomm® SA8295P | 52.951 ms | 2 - 244 MB | NPU
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- | PidNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 19.491 ms | 2 - 251 MB | NPU
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- | PidNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.232 ms | 2 - 276 MB | NPU
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- | PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 37.912 ms | 1 - 270 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 206.978 ms | 3 - 73 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 98.64 ms | 0 - 211 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 50.438 ms | 0 - 167 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 51.148 ms | 1 - 213 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 53.612 ms | 1 - 17 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 238.637 ms | 3 - 197 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 58.989 ms | 1 - 267 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® SA7255P | 98.64 ms | 0 - 211 MB | NPU
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- | PidNet | TFLITE | w8a8 | Qualcomm® SA8295P | 58.249 ms | 1 - 215 MB | NPU
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- | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 38.413 ms | 0 - 234 MB | NPU
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- | PidNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 66.975 ms | 2 - 221 MB | NPU
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- | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 41.186 ms | 1 - 265 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/v0.49.1/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/v0.49.1/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/v0.49.1/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/v0.49.1/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/v0.49.1/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/v0.49.1/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® 8 Elite Gen 5 Mobile | 12.188 ms | 30 - 298 MB | NPU
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+ | PidNet | ONNX | float | Snapdragon® X2 Elite | 13.225 ms | 22 - 22 MB | NPU
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+ | PidNet | ONNX | float | Snapdragon® X Elite | 32.46 ms | 24 - 24 MB | NPU
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+ | PidNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 23.02 ms | 1 - 318 MB | NPU
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+ | PidNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 33.333 ms | 24 - 27 MB | NPU
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+ | PidNet | ONNX | float | Qualcomm® QCS9075 | 47.508 ms | 24 - 51 MB | NPU
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+ | PidNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 16.566 ms | 5 - 225 MB | NPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 44.113 ms | 71 - 291 MB | NPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® X2 Elite | 45.785 ms | 134 - 134 MB | NPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® X Elite | 89.05 ms | 133 - 133 MB | NPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 45.845 ms | 110 - 371 MB | NPU
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+ | PidNet | ONNX | w8a8 | Qualcomm® QCS6490 | 391.518 ms | 197 - 215 MB | CPU
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+ | PidNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 59.651 ms | 102 - 106 MB | NPU
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+ | PidNet | ONNX | w8a8 | Qualcomm® QCS9075 | 66.387 ms | 105 - 108 MB | NPU
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+ | PidNet | ONNX | w8a8 | Qualcomm® QCM6690 | 346.885 ms | 198 - 207 MB | CPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 43.647 ms | 99 - 305 MB | NPU
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+ | PidNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 326.982 ms | 223 - 233 MB | CPU
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+ | PidNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 11.958 ms | 12 - 284 MB | NPU
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+ | PidNet | QNN_DLC | float | Snapdragon® X2 Elite | 13.5 ms | 24 - 24 MB | NPU
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+ | PidNet | QNN_DLC | float | Snapdragon® X Elite | 38.855 ms | 24 - 24 MB | NPU
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+ | PidNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 25.603 ms | 24 - 344 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 118.292 ms | 24 - 246 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 37.634 ms | 24 - 26 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® SA8775P | 46.74 ms | 24 - 247 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 76.339 ms | 5 - 335 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® SA7255P | 118.292 ms | 24 - 246 MB | NPU
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+ | PidNet | QNN_DLC | float | Qualcomm® SA8295P | 51.692 ms | 24 - 261 MB | NPU
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+ | PidNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.325 ms | 10 - 255 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 47.609 ms | 6 - 272 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 48.32 ms | 6 - 6 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 60.394 ms | 6 - 6 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 43.285 ms | 6 - 273 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 111.157 ms | 6 - 218 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 57.6 ms | 6 - 161 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 58.416 ms | 6 - 218 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 61.338 ms | 6 - 14 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 64.153 ms | 6 - 271 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 111.157 ms | 6 - 218 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 66.448 ms | 6 - 220 MB | NPU
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+ | PidNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 41.4 ms | 6 - 240 MB | NPU
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+ | PidNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 12.644 ms | 2 - 272 MB | NPU
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+ | PidNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 24.886 ms | 0 - 334 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 117.098 ms | 3 - 231 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 36.18 ms | 2 - 5 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® SA8775P | 45.314 ms | 2 - 231 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® QCS9075 | 60.142 ms | 0 - 45 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 75.223 ms | 3 - 350 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® SA7255P | 117.098 ms | 3 - 231 MB | NPU
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+ | PidNet | TFLITE | float | Qualcomm® SA8295P | 50.603 ms | 3 - 249 MB | NPU
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+ | PidNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 18.63 ms | 1 - 254 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 40.789 ms | 1 - 265 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 37.924 ms | 1 - 268 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS6490 | 203.117 ms | 3 - 73 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 98.248 ms | 1 - 211 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 50.296 ms | 1 - 3 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® SA8775P | 50.98 ms | 0 - 212 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 52.952 ms | 1 - 17 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCM6690 | 242.39 ms | 3 - 197 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 58.405 ms | 1 - 266 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® SA7255P | 98.248 ms | 1 - 211 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Qualcomm® SA8295P | 57.929 ms | 1 - 214 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 38.294 ms | 0 - 236 MB | NPU
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+ | PidNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 67.211 ms | 3 - 223 MB | NPU
 
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  ## License
133
  * The license for the original implementation of PidNet can be found