v0.59.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.
- README.md +48 -96
- release_assets.json +6 -31
README.md
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PSPNet (Pyramid Scene Parsing Network) is a semantic segmentation model that captures global context information by applying pyramid pooling modules. It is designed to improve scene understanding by aggregating contextual features at multiple scales.
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This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.
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Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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| Runtime | Precision | Chipset | SDK Versions | Download |
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|---|---|---|---|---|
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| ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.
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| QNN_DLC | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.58.0/pspnet-qnn_dlc-w8a8.zip)
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| TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.58.0/pspnet-tflite-float.zip)
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| TFLITE | w8a8 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.58.0/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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### Option 2: Export with Custom Configurations
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Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.
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- Custom weights (e.g., fine-tuned checkpoints)
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- Custom input shapes
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- Target device and runtime configurations
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This option is ideal if you need to customize the model beyond the default configuration provided here.
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See our repository for [PSPNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.
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## Model Details
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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® X2 Elite |
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| PSPNet | ONNX | float | Snapdragon® X Elite |
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| PSPNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile |
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| PSPNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile |
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| PSPNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) |
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| PSPNet | ONNX | float | Qualcomm® QCS8450 |
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| PSPNet | ONNX | float |
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| PSPNet | ONNX | float | Qualcomm® Dragonwing™ IQ-
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| PSPNet | ONNX | float |
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| PSPNet | ONNX | float |
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| PSPNet | ONNX | float |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet | QNN_DLC | float |
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| PSPNet | QNN_DLC | float |
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| PSPNet | QNN_DLC | float | Snapdragon® 8
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| PSPNet | QNN_DLC | float | Snapdragon® 8 Gen
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet |
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® QCS8275 | 63.865 ms | 1 - 259 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 27.107 ms | 1 - 8 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® SA8775P | 28.032 ms | 1 - 261 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® SA8650P | 28.032 ms | 1 - 261 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® SA8255P | 28.032 ms | 1 - 261 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 37.647 ms | 1 - 353 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 17.906 ms | 1 - 231 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 90.98 ms | 1 - 438 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 15.201 ms | 1 - 312 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® SA7255P | 63.865 ms | 1 - 259 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® SA8295P | 38.471 ms | 1 - 263 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 90.98 ms | 1 - 438 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 17.906 ms | 1 - 231 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 26.381 ms | 1 - 1 MB | NPU
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| PSPNet | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 31.773 ms | 1 - 35 MB | NPU
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| PSPNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 405.108 ms | 119 - 1113 MB | NPU
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| PSPNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1505.632 ms | 14 - 563 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® QCS8275 | 1332.489 ms | 128 - 901 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 594.916 ms | 128 - 132 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® SA8775P | 649.209 ms | 128 - 901 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® SA8650P | 649.209 ms | 128 - 901 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® SA8255P | 649.209 ms | 128 - 901 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® QCS8450 | 1505.632 ms | 14 - 563 MB | NPU
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| PSPNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 269.126 ms | 110 - 911 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 646.334 ms | 74 - 342 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® SA7255P | 1332.489 ms | 128 - 901 MB | NPU
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| PSPNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 302.274 ms | 110 - 883 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® SA8295P | 754.444 ms | 128 - 556 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 302.274 ms | 110 - 883 MB | NPU
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| PSPNet | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 20.505 ms | 30 - 391 MB | NPU
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| PSPNet | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 37.365 ms | 30 - 385 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® QCS8275 | 63.972 ms | 32 - 283 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 26.771 ms | 32 - 34 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® SA8775P | 27.873 ms | 32 - 283 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® SA8650P | 27.873 ms | 32 - 283 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® SA8255P | 27.873 ms | 32 - 283 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® QCS8450 | 37.365 ms | 30 - 385 MB | NPU
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| PSPNet | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 19.215 ms | 32 - 269 MB | NPU
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| PSPNet | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 90.62 ms | 32 - 447 MB | NPU
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| PSPNet | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 15.148 ms | 32 - 318 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® SA7255P | 63.972 ms | 32 - 283 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® SA8295P | 38.217 ms | 23 - 276 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 90.62 ms | 32 - 447 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 19.215 ms | 32 - 269 MB | NPU
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| PSPNet | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 41.107 ms | 32 - 132 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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PSPNet (Pyramid Scene Parsing Network) is a semantic segmentation model that captures global context information by applying pyramid pooling modules. It is designed to improve scene understanding by aggregating contextual features at multiple scales.
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+
This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/pspnet) library to export with custom configurations. More details on model performance across various devices, can be found [here](#performance-summary).
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Qualcomm AI Hub Models uses [Qualcomm AI Hub Workbench](https://workbench.aihub.qualcomm.com) to compile, profile, and evaluate this model. [Sign up](https://myaccount.qualcomm.com/signup) to run these models on a hosted Qualcomm® device.
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| Runtime | Precision | Chipset | SDK Versions | Download |
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| ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.59.0/pspnet-onnx-float.zip)
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| QNN_DLC | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.59.0/pspnet-qnn_dlc-float.zip)
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| TFLITE | float | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.59.0/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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### Option 2: Export with Custom Configurations
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Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/pspnet) Python library to compile and export the model with your own:
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- Custom weights (e.g., fine-tuned checkpoints)
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- Custom input shapes
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- Target device and runtime configurations
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This option is ideal if you need to customize the model beyond the default configuration provided here.
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See our repository for [PSPNet on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/pspnet) for usage instructions.
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## Model Details
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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® X2 Elite | 835.974 ms | 528 - 528 MB | NPU
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| PSPNet | ONNX | float | Snapdragon® X Elite | 1334.498 ms | 267 - 267 MB | NPU
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| PSPNet | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 956.615 ms | 142 - 1994 MB | NPU
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| PSPNet | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 3276.923 ms | 34 - 887 MB | NPU
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| PSPNet | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1164.165 ms | 0 - 160 MB | NPU
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| PSPNet | ONNX | float | Qualcomm® QCS8450 | 3276.923 ms | 34 - 887 MB | NPU
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| PSPNet | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 1417.954 ms | 124 - 130 MB | NPU
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| PSPNet | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 1334.498 ms | 267 - 267 MB | NPU
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| PSPNet | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 649.02 ms | 133 - 1599 MB | NPU
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| PSPNet | ONNX | float | Snapdragon® 8 Elite Mobile | 649.02 ms | 133 - 1599 MB | NPU
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| PSPNet | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 718.907 ms | 244 - 1842 MB | NPU
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| PSPNet | QNN_DLC | float | Snapdragon® X2 Elite | 2497.872 ms | 3 - 3 MB | NPU
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| PSPNet | QNN_DLC | float | Snapdragon® X Elite | 2536.944 ms | 3 - 3 MB | NPU
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| PSPNet | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 1836.59 ms | 25 - 1690 MB | NPU
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| PSPNet | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 1595.526 ms | 0 - 851 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 5274.515 ms | 13 - 1329 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2479.634 ms | 3 - 6 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® SA8775P | 2606.587 ms | 2 - 1319 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® SA8650P | 2606.587 ms | 2 - 1319 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® SA8255P | 2606.587 ms | 2 - 1319 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® QCS8450 | 1595.526 ms | 0 - 851 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 2593.163 ms | 3 - 135 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 2536.944 ms | 3 - 3 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 2177.701 ms | 0 - 1311 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® SA7255P | 5274.515 ms | 13 - 1329 MB | NPU
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| PSPNet | QNN_DLC | float | Qualcomm® SA8295P | 1357.596 ms | 3 - 647 MB | NPU
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| PSPNet | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 2177.701 ms | 0 - 1311 MB | NPU
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| PSPNet | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 2340.9 ms | 0 - 1369 MB | NPU
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| PSPNet | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 2104.97 ms | 1 - 1707 MB | NPU
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| PSPNet | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1856.683 ms | 1 - 934 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 5962.221 ms | 110 - 1507 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 2829.444 ms | 0 - 4 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® SA8775P | 2955.535 ms | 111 - 1509 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® SA8650P | 2955.535 ms | 111 - 1509 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® SA8255P | 2955.535 ms | 111 - 1509 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® QCS8450 | 1856.683 ms | 1 - 934 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 2938.747 ms | 64 - 339 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 2172.868 ms | 1 - 1409 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® SA7255P | 5962.221 ms | 110 - 1507 MB | NPU
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| PSPNet | TFLITE | float | Qualcomm® SA8295P | 1414.274 ms | 128 - 837 MB | NPU
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| PSPNet | TFLITE | float | Snapdragon® 8 Elite Mobile | 2172.868 ms | 1 - 1409 MB | NPU
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| PSPNet | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 2329.061 ms | 0 - 1451 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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release_assets.json
CHANGED
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{
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-
"version": "0.
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"precisions": {
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"float": {
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"universal_assets": {
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-
"
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"tool_versions": {
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"qairt": "2.45.0.260326154327",
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-
"
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},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.
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},
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"qnn_dlc": {
|
| 14 |
"tool_versions": {
|
| 15 |
"qairt": "2.45.0.260326154327"
|
| 16 |
},
|
| 17 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.
|
| 18 |
},
|
| 19 |
-
"onnx": {
|
| 20 |
-
"tool_versions": {
|
| 21 |
-
"qairt": "2.45.0.260326154327",
|
| 22 |
-
"onnx_runtime": "1.25.0"
|
| 23 |
-
},
|
| 24 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.58.0/pspnet-onnx-float.zip"
|
| 25 |
-
}
|
| 26 |
-
}
|
| 27 |
-
},
|
| 28 |
-
"w8a8": {
|
| 29 |
-
"universal_assets": {
|
| 30 |
"tflite": {
|
| 31 |
-
"tool_versions": {
|
| 32 |
-
"qairt": "2.45.0.260326154327",
|
| 33 |
-
"litert": "1.4.4"
|
| 34 |
-
},
|
| 35 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.58.0/pspnet-tflite-w8a8.zip"
|
| 36 |
-
},
|
| 37 |
-
"qnn_dlc": {
|
| 38 |
"tool_versions": {
|
| 39 |
"qairt": "2.45.0.260326154327"
|
| 40 |
},
|
| 41 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.
|
| 42 |
-
},
|
| 43 |
-
"onnx": {
|
| 44 |
-
"tool_versions": {
|
| 45 |
-
"qairt": "2.45.0.260326154327",
|
| 46 |
-
"onnx_runtime": "1.25.0"
|
| 47 |
-
},
|
| 48 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.58.0/pspnet-onnx-w8a8.zip"
|
| 49 |
}
|
| 50 |
}
|
| 51 |
}
|
|
|
|
| 1 |
{
|
| 2 |
+
"version": "0.59.0",
|
| 3 |
"precisions": {
|
| 4 |
"float": {
|
| 5 |
"universal_assets": {
|
| 6 |
+
"onnx": {
|
| 7 |
"tool_versions": {
|
| 8 |
"qairt": "2.45.0.260326154327",
|
| 9 |
+
"onnx_runtime": "1.27.1"
|
| 10 |
},
|
| 11 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.59.0/pspnet-onnx-float.zip"
|
| 12 |
},
|
| 13 |
"qnn_dlc": {
|
| 14 |
"tool_versions": {
|
| 15 |
"qairt": "2.45.0.260326154327"
|
| 16 |
},
|
| 17 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.59.0/pspnet-qnn_dlc-float.zip"
|
| 18 |
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 19 |
"tflite": {
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 20 |
"tool_versions": {
|
| 21 |
"qairt": "2.45.0.260326154327"
|
| 22 |
},
|
| 23 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/pspnet/releases/v0.59.0/pspnet-tflite-float.zip"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 24 |
}
|
| 25 |
}
|
| 26 |
}
|