v0.60.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.60.0 for changelog.
- README.md +107 -101
- release_assets.json +69 -40
README.md
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NAFNET is designed for lightweight real-time upscaling of images.
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This is based on the implementation of NAFSSR found [here](https://github.com/megvii-research/NAFNet.git).
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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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| PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
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| PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
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| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
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| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
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| PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™
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| PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™
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| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite
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| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™
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| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™
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| QNN_CONTEXT_BINARY | float | Snapdragon®
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| QNN_CONTEXT_BINARY | float |
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| QNN_CONTEXT_BINARY | float |
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| QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-
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| QNN_CONTEXT_BINARY | float | Qualcomm®
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| QNN_CONTEXT_BINARY | float | Qualcomm®
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| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-
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| QNN_CONTEXT_BINARY | w8a16 | Qualcomm®
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For more device-specific assets and performance metrics, visit **[NAFSSR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/nafssr)**.
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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 [NAFSSR on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.
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## Model Details
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**Model Type:** Model_use_case.super_resolution
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**Model Stats:**
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- Model checkpoint: NAFSSR-S_2x
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- Input resolution: 128x128
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- Model size (float): 6.2 MB
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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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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 79.
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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 199.
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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile |
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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | 234.
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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 188.
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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8450 | 234.
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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 193.
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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 199.
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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 |
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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile |
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| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile |
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite |
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite |
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile |
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ Q-
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ Q-
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 |
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite
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| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon®
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| NAFSSR |
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| NAFSSR | QNN_CONTEXT_BINARY | float | Snapdragon®
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| NAFSSR | QNN_CONTEXT_BINARY | float | Snapdragon®
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| NAFSSR | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen
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| NAFSSR | QNN_CONTEXT_BINARY | float |
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| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™
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| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™
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| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Snapdragon®
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 |
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 |
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ Q-
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm®
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 |
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| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Snapdragon®
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## License
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* The license for the original implementation of NAFSSR can be found
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NAFNET is designed for lightweight real-time upscaling of images.
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This is based on the implementation of NAFSSR found [here](https://github.com/megvii-research/NAFNet.git).
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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/v0.60.0/src/qai_hub_models/models/nafssr) 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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|---|---|---|---|---|
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| PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-float-qualcomm_snapdragon_x2_elite.zip)
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| PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-float-qualcomm_snapdragon_x_elite.zip)
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| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen3.zip)
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| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-float-qualcomm_snapdragon_8gen1.zip)
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| PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-float-qualcomm_qcs8275.zip)
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| PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-float-qualcomm_qcs8550_proxy.zip)
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| PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-float-qualcomm_qcs9075.zip)
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| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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| PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
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| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x2_elite.zip)
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| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_x_elite.zip)
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| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8gen3.zip)
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| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-w8a16-qualcomm_qcs8275.zip)
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| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-w8a16-qualcomm_qcs8550_proxy.zip)
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| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-w8a16-qualcomm_qcm6690.zip)
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| PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-w8a16-qualcomm_qcs9075.zip)
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| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_7gen4.zip)
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| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
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| PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-precompiled_qnn_onnx-w8a16-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
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| QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_snapdragon_x2_elite.zip)
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| QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_snapdragon_x_elite.zip)
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| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_snapdragon_8gen3.zip)
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| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_snapdragon_8gen1.zip)
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| QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_qcs8275.zip)
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+
| QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_qcs8550_proxy.zip)
|
| 55 |
+
| QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_sa8775p.zip)
|
| 56 |
+
| QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_qcs9075.zip)
|
| 57 |
+
| QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_sa7255p.zip)
|
| 58 |
+
| QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_sa8295p.zip)
|
| 59 |
+
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_snapdragon_8_elite_for_galaxy.zip)
|
| 60 |
+
| QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-float-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
|
| 61 |
+
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_snapdragon_x2_elite.zip)
|
| 62 |
+
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_snapdragon_x_elite.zip)
|
| 63 |
+
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_snapdragon_8gen3.zip)
|
| 64 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_qcs8275.zip)
|
| 65 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_qcs8550_proxy.zip)
|
| 66 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_sa8775p.zip)
|
| 67 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ Q-6690 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_qcm6690.zip)
|
| 68 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_qcs9075.zip)
|
| 69 |
+
| QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_sa7255p.zip)
|
| 70 |
+
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_snapdragon_7gen4.zip)
|
| 71 |
+
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_for_galaxy.zip)
|
| 72 |
+
| QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.60.0/nafssr-qnn_context_binary-w8a16-qualcomm_snapdragon_8_elite_gen5_for_galaxy.zip)
|
| 73 |
|
| 74 |
For more device-specific assets and performance metrics, visit **[NAFSSR on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/nafssr)**.
|
| 75 |
|
| 76 |
|
| 77 |
### Option 2: Export with Custom Configurations
|
| 78 |
|
| 79 |
+
Use the [Qualcomm® AI Hub Models](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/nafssr) Python library to compile and export the model with your own:
|
| 80 |
- Custom weights (e.g., fine-tuned checkpoints)
|
| 81 |
- Custom input shapes
|
| 82 |
- Target device and runtime configurations
|
| 83 |
|
| 84 |
This option is ideal if you need to customize the model beyond the default configuration provided here.
|
| 85 |
|
| 86 |
+
See our repository for [NAFSSR on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.60.0/src/qai_hub_models/models/nafssr) for usage instructions.
|
| 87 |
|
| 88 |
## Model Details
|
| 89 |
|
| 90 |
**Model Type:** Model_use_case.super_resolution
|
| 91 |
|
| 92 |
**Model Stats:**
|
|
|
|
| 93 |
- Input resolution: 128x128
|
| 94 |
+
- Model checkpoint: NAFSSR-S_2x
|
| 95 |
- Model size (float): 6.2 MB
|
| 96 |
+
- Number of parameters: 1.54M
|
| 97 |
|
| 98 |
## Performance Summary
|
| 99 |
| Model | Runtime | Precision | Chipset | Inference Time (ms) | Peak Memory Range (MB) | Primary Compute Unit
|
| 100 |
|---|---|---|---|---|---|---
|
| 101 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® X2 Elite | 79.461 ms | 8 - 8 MB | NPU
|
| 102 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® X Elite | 199.057 ms | 41 - 41 MB | NPU
|
| 103 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 3 Mobile | 127.949 ms | 4 - 11 MB | NPU
|
| 104 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Gen 1 Mobile | 234.224 ms | 6 - 20 MB | NPU
|
| 105 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 188.97 ms | 4 - 5 MB | NPU
|
| 106 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Qualcomm® QCS8450 | 234.224 ms | 6 - 20 MB | NPU
|
| 107 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 193.424 ms | 3 - 6 MB | NPU
|
| 108 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 199.057 ms | 41 - 41 MB | NPU
|
| 109 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 98.039 ms | 4 - 15 MB | NPU
|
| 110 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Mobile | 98.039 ms | 4 - 15 MB | NPU
|
| 111 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 77.756 ms | 6 - 14 MB | NPU
|
| 112 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X2 Elite | 61.091 ms | 3 - 3 MB | NPU
|
| 113 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® X Elite | 183.63 ms | 33 - 33 MB | NPU
|
| 114 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 113.734 ms | 2 - 9 MB | NPU
|
| 115 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 147.289 ms | 2 - 5 MB | NPU
|
| 116 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 174.702 ms | 0 - 34 MB | NPU
|
| 117 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 176.228 ms | 2 - 4 MB | NPU
|
| 118 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 183.63 ms | 33 - 33 MB | NPU
|
| 119 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1503.605 ms | 0 - 7 MB | NPU
|
| 120 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 194.56 ms | 2 - 7 MB | NPU
|
| 121 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 82.577 ms | 2 - 14 MB | NPU
|
| 122 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 82.577 ms | 2 - 14 MB | NPU
|
| 123 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 59.351 ms | 2 - 9 MB | NPU
|
| 124 |
+
| NAFSSR | PRECOMPILED_QNN_ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 194.56 ms | 2 - 7 MB | NPU
|
| 125 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Snapdragon® X2 Elite | 79.666 ms | 0 - 0 MB | NPU
|
| 126 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Snapdragon® X Elite | 200.044 ms | 0 - 0 MB | NPU
|
| 127 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 3 Mobile | 127.095 ms | 1 - 8 MB | NPU
|
| 128 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Gen 1 Mobile | 235.13 ms | 1 - 14 MB | NPU
|
| 129 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 167.537 ms | 0 - 5 MB | NPU
|
| 130 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-8275 | 355.369 ms | 1 - 10 MB | NPU
|
| 131 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 188.256 ms | 1 - 2 MB | NPU
|
| 132 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® SA8775P | 195.323 ms | 1 - 10 MB | NPU
|
| 133 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® SA8650P | 195.323 ms | 1 - 10 MB | NPU
|
| 134 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® SA8255P | 195.323 ms | 1 - 10 MB | NPU
|
| 135 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® QCS8450 | 235.13 ms | 1 - 14 MB | NPU
|
| 136 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-9075 | 193.552 ms | 0 - 4 MB | NPU
|
| 137 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ IQ-X7181 | 200.044 ms | 0 - 0 MB | NPU
|
| 138 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® Dragonwing™ Q-8750 | 98.573 ms | 0 - 9 MB | NPU
|
| 139 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® SA7255P | 355.369 ms | 1 - 10 MB | NPU
|
| 140 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Qualcomm® SA8295P | 228.577 ms | 1 - 6 MB | NPU
|
| 141 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Mobile | 98.573 ms | 0 - 9 MB | NPU
|
| 142 |
+
| NAFSSR | QNN_CONTEXT_BINARY | float | Snapdragon® 8 Elite Gen 5 Mobile | 77.6 ms | 0 - 9 MB | NPU
|
| 143 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X2 Elite | 61.373 ms | 0 - 0 MB | NPU
|
| 144 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® X Elite | 183.509 ms | 0 - 0 MB | NPU
|
| 145 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Gen 3 Mobile | 113.749 ms | 0 - 7 MB | NPU
|
| 146 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 291.182 ms | 0 - 10 MB | NPU
|
| 147 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 174.467 ms | 1 - 3 MB | NPU
|
| 148 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8775P | 178.358 ms | 0 - 9 MB | NPU
|
| 149 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8650P | 178.358 ms | 0 - 9 MB | NPU
|
| 150 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA8255P | 178.358 ms | 0 - 9 MB | NPU
|
| 151 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 247.919 ms | 0 - 3 MB | NPU
|
| 152 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 183.509 ms | 0 - 0 MB | NPU
|
| 153 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1809.749 ms | 0 - 7 MB | NPU
|
| 154 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 193.852 ms | 0 - 6 MB | NPU
|
| 155 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 82.843 ms | 1 - 10 MB | NPU
|
| 156 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Qualcomm® SA7255P | 291.182 ms | 0 - 10 MB | NPU
|
| 157 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Mobile | 82.843 ms | 1 - 10 MB | NPU
|
| 158 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 59.329 ms | 0 - 9 MB | NPU
|
| 159 |
+
| NAFSSR | QNN_CONTEXT_BINARY | w8a16 | Snapdragon® 7 Gen 4 Mobile | 193.852 ms | 0 - 6 MB | NPU
|
| 160 |
|
| 161 |
## License
|
| 162 |
* The license for the original implementation of NAFSSR can be found
|
release_assets.json
CHANGED
|
@@ -1,21 +1,35 @@
|
|
| 1 |
{
|
| 2 |
-
"version": "0.
|
| 3 |
"precisions": {
|
| 4 |
"float": {
|
| 5 |
"chipset_assets": {
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 6 |
"qualcomm-qcs8550-proxy": {
|
| 7 |
"precompiled_qnn_onnx": {
|
| 8 |
"tool_versions": {
|
| 9 |
"qairt": "2.45.0.260326154327",
|
| 10 |
"onnx_runtime": "1.27.1"
|
| 11 |
},
|
| 12 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
|
| 13 |
},
|
| 14 |
"qnn_context_binary": {
|
| 15 |
"tool_versions": {
|
| 16 |
"qairt": "2.45.0.260326154327"
|
| 17 |
},
|
| 18 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
|
| 19 |
}
|
| 20 |
},
|
| 21 |
"qualcomm-qcs9075": {
|
|
@@ -24,13 +38,13 @@
|
|
| 24 |
"qairt": "2.45.0.260326154327",
|
| 25 |
"onnx_runtime": "1.27.1"
|
| 26 |
},
|
| 27 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
|
| 28 |
},
|
| 29 |
"qnn_context_binary": {
|
| 30 |
"tool_versions": {
|
| 31 |
"qairt": "2.45.0.260326154327"
|
| 32 |
},
|
| 33 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
|
| 34 |
}
|
| 35 |
},
|
| 36 |
"qualcomm-sa7255p": {
|
|
@@ -38,7 +52,7 @@
|
|
| 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/nafssr/releases/v0.
|
| 42 |
}
|
| 43 |
},
|
| 44 |
"qualcomm-sa8295p": {
|
|
@@ -46,7 +60,7 @@
|
|
| 46 |
"tool_versions": {
|
| 47 |
"qairt": "2.45.0.260326154327"
|
| 48 |
},
|
| 49 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
|
| 50 |
}
|
| 51 |
},
|
| 52 |
"qualcomm-sa8775p": {
|
|
@@ -54,7 +68,7 @@
|
|
| 54 |
"tool_versions": {
|
| 55 |
"qairt": "2.45.0.260326154327"
|
| 56 |
},
|
| 57 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
|
| 58 |
}
|
| 59 |
},
|
| 60 |
"qualcomm-snapdragon-8-elite-for-galaxy": {
|
|
@@ -63,13 +77,13 @@
|
|
| 63 |
"qairt": "2.45.0.260326154327",
|
| 64 |
"onnx_runtime": "1.27.1"
|
| 65 |
},
|
| 66 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
|
| 67 |
},
|
| 68 |
"qnn_context_binary": {
|
| 69 |
"tool_versions": {
|
| 70 |
"qairt": "2.45.0.260326154327"
|
| 71 |
},
|
| 72 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
|
| 73 |
}
|
| 74 |
},
|
| 75 |
"qualcomm-snapdragon-8-elite-gen5-for-galaxy": {
|
|
@@ -78,13 +92,13 @@
|
|
| 78 |
"qairt": "2.45.0.260326154327",
|
| 79 |
"onnx_runtime": "1.27.1"
|
| 80 |
},
|
| 81 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/nafssr/releases/v0.
|
| 82 |
},
|
| 83 |
"qnn_context_binary": {
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