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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.

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  1. README.md +54 -24
README.md CHANGED
@@ -27,9 +27,12 @@ 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/pspnet/releases/v0.46.0/pspnet-onnx-float.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/pspnet/releases/v0.46.0/pspnet-qnn_dlc-float.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/pspnet/releases/v0.46.0/pspnet-tflite-float.zip)
 
 
 
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  For more device-specific assets and performance metrics, visit **[PSPNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/pspnet)**.
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@@ -58,27 +61,54 @@ See our repository for [PSPNet 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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- | PSPNet | ONNX | float | Snapdragon® X Elite | 1029.088 ms | 265 - 265 MB | NPU
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- | PSPNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 1007.674 ms | 11 - 732 MB | NPU
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- | PSPNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 1313.456 ms | 0 - 160 MB | NPU
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- | PSPNet | ONNX | float | Qualcomm® QCS9075 | 1788.258 ms | 8 - 13 MB | NPU
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- | PSPNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 972.45 ms | 128 - 706 MB | NPU
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- | PSPNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 1063.045 ms | 11 - 605 MB | NPU
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- | PSPNet | QNN_DLC | float | Snapdragon® X Elite | 531.831 ms | 3 - 3 MB | NPU
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- | PSPNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 406.212 ms | 3 - 875 MB | NPU
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- | PSPNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 1333.575 ms | 0 - 718 MB | NPU
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- | PSPNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 584.235 ms | 3 - 5 MB | NPU
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- | PSPNet | QNN_DLC | float | Qualcomm® QCS9075 | 1751.221 ms | 3 - 135 MB | NPU
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- | PSPNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1693.424 ms | 0 - 430 MB | NPU
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- | PSPNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 295.116 ms | 3 - 719 MB | NPU
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- | PSPNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 272.52 ms | 3 - 733 MB | NPU
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- | PSPNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 511.644 ms | 127 - 1180 MB | NPU
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- | PSPNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 1630.453 ms | 126 - 960 MB | NPU
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- | PSPNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 603.698 ms | 128 - 131 MB | NPU
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- | PSPNet | TFLITE | float | Qualcomm® QCS9075 | 1766.35 ms | 0 - 272 MB | NPU
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- | PSPNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1561.127 ms | 53 - 628 MB | NPU
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- | PSPNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 977.818 ms | 116 - 871 MB | NPU
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- | PSPNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 323.794 ms | 0 - 836 MB | NPU
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## License
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  * The license for the original implementation of PSPNet 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/pspnet/releases/v0.47.0/pspnet-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/pspnet/releases/v0.47.0/pspnet-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/pspnet/releases/v0.47.0/pspnet-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/pspnet/releases/v0.47.0/pspnet-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/pspnet/releases/v0.47.0/pspnet-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/pspnet/releases/v0.47.0/pspnet-tflite-w8a8.zip)
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  For more device-specific assets and performance metrics, visit **[PSPNet on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/pspnet)**.
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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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+ | PSPNet | ONNX | float | Snapdragon® X Elite | 693.468 ms | 529 - 529 MB | NPU
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+ | PSPNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 511.447 ms | 0 - 925 MB | NPU
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+ | PSPNet | ONNX | float | Qualcomm® QCS8550 (Proxy) | 607.007 ms | 1 - 163 MB | NPU
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+ | PSPNet | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 332.552 ms | 246 - 1003 MB | NPU
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+ | PSPNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 322.712 ms | 239 - 1006 MB | NPU
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+ | PSPNet | ONNX | float | Snapdragon® X2 Elite | 427.934 ms | 266 - 266 MB | NPU
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+ | PSPNet | ONNX | w8a8 | Snapdragon® X Elite | 28.578 ms | 133 - 133 MB | NPU
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+ | PSPNet | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 22.041 ms | 69 - 489 MB | NPU
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+ | PSPNet | ONNX | w8a8 | Qualcomm® QCS6490 | 3300.144 ms | 196 - 274 MB | CPU
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+ | PSPNet | ONNX | w8a8 | Qualcomm® QCS8550 (Proxy) | 30.431 ms | 64 - 148 MB | NPU
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+ | PSPNet | ONNX | w8a8 | Qualcomm® QCS9075 | 34.296 ms | 70 - 74 MB | NPU
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+ | PSPNet | ONNX | w8a8 | Qualcomm® QCM6690 | 3080.851 ms | 83 - 93 MB | CPU
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+ | PSPNet | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 19.115 ms | 69 - 338 MB | NPU
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+ | PSPNet | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 2608.347 ms | 50 - 62 MB | CPU
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+ | PSPNet | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 16.83 ms | 71 - 341 MB | NPU
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+ | PSPNet | ONNX | w8a8 | Snapdragon® X2 Elite | 15.152 ms | 131 - 131 MB | NPU
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+ | PSPNet | QNN_DLC | float | Snapdragon® X Elite | 546.735 ms | 3 - 3 MB | NPU
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+ | PSPNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 625.995 ms | 3 - 878 MB | NPU
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+ | PSPNet | QNN_DLC | float | Qualcomm® QCS8275 (Proxy) | 1865.874 ms | 3 - 722 MB | NPU
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+ | PSPNet | QNN_DLC | float | Qualcomm® QCS8550 (Proxy) | 604.157 ms | 3 - 5 MB | NPU
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+ | PSPNet | QNN_DLC | float | Qualcomm® QCS8450 (Proxy) | 1703.062 ms | 0 - 434 MB | NPU
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+ | PSPNet | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 300.352 ms | 0 - 717 MB | NPU
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+ | PSPNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 267.159 ms | 3 - 735 MB | NPU
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+ | PSPNet | QNN_DLC | float | Snapdragon® X2 Elite | 228.493 ms | 3 - 3 MB | NPU
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+ | PSPNet | QNN_DLC | w8a8 | Snapdragon® X Elite | 25.987 ms | 1 - 1 MB | NPU
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+ | PSPNet | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 20.557 ms | 0 - 364 MB | NPU
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+ | PSPNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 (Proxy) | 63.815 ms | 1 - 262 MB | NPU
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+ | PSPNet | QNN_DLC | w8a8 | Qualcomm® QCS8550 (Proxy) | 27.447 ms | 0 - 19 MB | NPU
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+ | PSPNet | QNN_DLC | w8a8 | Qualcomm® QCS9075 | 31.726 ms | 1 - 35 MB | NPU
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+ | PSPNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 (Proxy) | 37.2 ms | 1 - 357 MB | NPU
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+ | PSPNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 18.188 ms | 1 - 233 MB | NPU
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+ | PSPNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 92.24 ms | 1 - 458 MB | NPU
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+ | PSPNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 16.19 ms | 1 - 237 MB | NPU
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+ | PSPNet | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 14.508 ms | 1 - 1 MB | NPU
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+ | PSPNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 529.045 ms | 0 - 1040 MB | NPU
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+ | PSPNet | TFLITE | float | Qualcomm® QCS8275 (Proxy) | 1684.21 ms | 114 - 948 MB | NPU
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+ | PSPNet | TFLITE | float | Qualcomm® QCS8550 (Proxy) | 612.52 ms | 128 - 131 MB | NPU
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+ | PSPNet | TFLITE | float | Qualcomm® QCS8450 (Proxy) | 1561.811 ms | 41 - 616 MB | NPU
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+ | PSPNet | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 980.781 ms | 126 - 878 MB | NPU
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+ | PSPNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 329.855 ms | 128 - 966 MB | NPU
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+ | PSPNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 21.554 ms | 28 - 416 MB | NPU
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+ | PSPNet | TFLITE | w8a8 | Qualcomm® QCS8275 (Proxy) | 66.698 ms | 32 - 303 MB | NPU
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+ | PSPNet | TFLITE | w8a8 | Qualcomm® QCS8550 (Proxy) | 29.027 ms | 32 - 34 MB | NPU
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+ | PSPNet | TFLITE | w8a8 | Qualcomm® QCS9075 | 32.058 ms | 32 - 131 MB | NPU
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+ | PSPNet | TFLITE | w8a8 | Qualcomm® QCS8450 (Proxy) | 40.822 ms | 32 - 415 MB | NPU
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+ | PSPNet | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 19.445 ms | 30 - 283 MB | NPU
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+ | PSPNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 94.282 ms | 0 - 410 MB | NPU
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+ | PSPNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 15.312 ms | 32 - 282 MB | NPU
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  ## License
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  * The license for the original implementation of PSPNet can be found