v0.59.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.59.0 for changelog.
- README.md +135 -134
- release_assets.json +36 -14
README.md
CHANGED
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@@ -15,7 +15,7 @@ pipeline_tag: video-classification
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ResNet Mixed Convolutions is a network with a mixture of 2D and 3D convolutions used for video understanding.
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This is based on the implementation of ResNet-Mixed-Convolution found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/video/resnet.py).
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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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| ONNX | float | Universal | QAIRT 2.45, ONNX Runtime 1.
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| ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.
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For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.
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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 [ResNet-Mixed-Convolution 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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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 37.
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 70.
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 132.
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) |
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 132.
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| ResNet-Mixed-Convolution | ONNX | float |
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| ResNet-Mixed-Convolution | ONNX | float |
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | ONNX | float |
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| ResNet-Mixed-Convolution | ONNX | float |
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite |
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 45.
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 33.
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile |
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 44.
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 |
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| ResNet-Mixed-Convolution | ONNX | w8a16 |
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-
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| ResNet-Mixed-Convolution | ONNX | w8a16 |
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| ResNet-Mixed-Convolution | ONNX | w8a16 |
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| ResNet-Mixed-Convolution | ONNX | w8a16 |
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 11.
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 24.
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile |
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 |
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| ResNet-Mixed-Convolution | ONNX | w8a8 |
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| ResNet-Mixed-Convolution | ONNX | w8a8 |
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite
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| ResNet-Mixed-Convolution | ONNX | w8a8 |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon®
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| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon®
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| ResNet-Mixed-Convolution | QNN_DLC | float |
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| ResNet-Mixed-Convolution | QNN_DLC | float |
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| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | float |
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| ResNet-Mixed-Convolution | QNN_DLC | float |
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| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | float |
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| ResNet-Mixed-Convolution | QNN_DLC | float |
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| ResNet-Mixed-Convolution | QNN_DLC |
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| ResNet-Mixed-Convolution | QNN_DLC |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 |
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| ResNet-Mixed-Convolution | QNN_DLC |
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| ResNet-Mixed-Convolution | QNN_DLC |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 82.
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 42.
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution |
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| ResNet-Mixed-Convolution | TFLITE | float |
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| ResNet-Mixed-Convolution | TFLITE | float |
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| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | float |
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| ResNet-Mixed-Convolution | TFLITE | float |
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| ResNet-Mixed-Convolution | TFLITE | w8a8 |
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| ResNet-Mixed-Convolution | TFLITE | w8a8 |
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | w8a8 |
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| ResNet-Mixed-Convolution | TFLITE | w8a8 |
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | TFLITE | w8a8 |
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile |
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| ResNet-Mixed-Convolution | TFLITE | w8a8 |
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 354934.724 ms | 860 - 1192 MB | NPU
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2126.654 ms | 1 - 818 MB | NPU
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## License
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* The license for the original implementation of ResNet-Mixed-Convolution can be found
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ResNet Mixed Convolutions is a network with a mixture of 2D and 3D convolutions used for video understanding.
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This is based on the implementation of ResNet-Mixed-Convolution found [here](https://github.com/pytorch/vision/blob/main/torchvision/models/video/resnet.py).
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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/resnet_mixed) 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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| 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/resnet_mixed/releases/v0.59.0/resnet_mixed-onnx-float.zip)
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| ONNX | w8a16 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.59.0/resnet_mixed-onnx-w8a16.zip)
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| ONNX | w8a8 | Universal | QAIRT 2.45, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.59.0/resnet_mixed-onnx-w8a8.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/resnet_mixed/releases/v0.59.0/resnet_mixed-qnn_dlc-float.zip)
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| QNN_DLC | w8a16 | Universal | QAIRT 2.45 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.59.0/resnet_mixed-qnn_dlc-w8a16.zip)
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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/resnet_mixed/releases/v0.59.0/resnet_mixed-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/resnet_mixed/releases/v0.59.0/resnet_mixed-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/resnet_mixed/releases/v0.59.0/resnet_mixed-tflite-w8a8.zip)
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For more device-specific assets and performance metrics, visit **[ResNet-Mixed-Convolution on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/resnet_mixed)**.
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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/resnet_mixed) 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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| 49 |
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This option is ideal if you need to customize the model beyond the default configuration provided here.
|
| 51 |
|
| 52 |
+
See our repository for [ResNet-Mixed-Convolution on GitHub](https://github.com/qualcomm/ai-hub-models/blob/v0.59.0/src/qai_hub_models/models/resnet_mixed) 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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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 37.751 ms | 12 - 12 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 70.124 ms | 18 - 18 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 50.297 ms | 12 - 720 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 132.296 ms | 13 - 523 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.943 ms | 12 - 15 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 132.296 ms | 13 - 523 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 126.957 ms | 11 - 14 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 70.124 ms | 18 - 18 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 42.456 ms | 1 - 540 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Mobile | 42.456 ms | 1 - 540 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite Gen 5 Mobile | 30.714 ms | 0 - 566 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 36.69 ms | 7 - 7 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 45.197 ms | 11 - 11 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 33.062 ms | 6 - 583 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 78.934 ms | 8 - 585 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 44.04 ms | 0 - 13 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 78.934 ms | 8 - 585 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 49.314 ms | 6 - 9 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 45.197 ms | 11 - 11 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 26.496 ms | 2 - 383 MB | NPU
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| 88 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Mobile | 26.496 ms | 2 - 383 MB | NPU
|
| 89 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 19.734 ms | 1 - 411 MB | NPU
|
| 90 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 11.541 ms | 3 - 3 MB | NPU
|
| 91 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 24.403 ms | 12 - 12 MB | NPU
|
| 92 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 16.928 ms | 3 - 444 MB | NPU
|
| 93 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 34.095 ms | 3 - 442 MB | NPU
|
| 94 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 23.705 ms | 0 - 15 MB | NPU
|
| 95 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 34.095 ms | 3 - 442 MB | NPU
|
| 96 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.447 ms | 3 - 6 MB | NPU
|
| 97 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 24.403 ms | 12 - 12 MB | NPU
|
| 98 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 14.241 ms | 0 - 337 MB | NPU
|
| 99 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Mobile | 14.241 ms | 0 - 337 MB | NPU
|
| 100 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 9.363 ms | 0 - 345 MB | NPU
|
| 101 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 38.045 ms | 12 - 12 MB | NPU
|
| 102 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 71.038 ms | 12 - 12 MB | NPU
|
| 103 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 50.664 ms | 12 - 717 MB | NPU
|
| 104 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 133.815 ms | 3 - 514 MB | NPU
|
| 105 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8275 | 494.386 ms | 1 - 520 MB | NPU
|
| 106 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 69.111 ms | 12 - 582 MB | NPU
|
| 107 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 126.809 ms | 1 - 520 MB | NPU
|
| 108 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 126.809 ms | 1 - 520 MB | NPU
|
| 109 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 126.809 ms | 1 - 520 MB | NPU
|
| 110 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 133.815 ms | 3 - 514 MB | NPU
|
| 111 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 127.351 ms | 12 - 25 MB | NPU
|
| 112 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 71.038 ms | 12 - 12 MB | NPU
|
| 113 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 41.898 ms | 0 - 520 MB | NPU
|
| 114 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 494.386 ms | 1 - 520 MB | NPU
|
| 115 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 137.627 ms | 0 - 355 MB | NPU
|
| 116 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Mobile | 41.898 ms | 0 - 520 MB | NPU
|
| 117 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 Mobile | 31.156 ms | 10 - 567 MB | NPU
|
| 118 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 26.107 ms | 6 - 6 MB | NPU
|
| 119 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 52.097 ms | 6 - 6 MB | NPU
|
| 120 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 38.752 ms | 6 - 718 MB | NPU
|
| 121 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 76.239 ms | 6 - 724 MB | NPU
|
| 122 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 310.505 ms | 6 - 13 MB | NPU
|
| 123 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8275 | 159.737 ms | 6 - 468 MB | NPU
|
| 124 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 50.591 ms | 6 - 280 MB | NPU
|
| 125 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 46.702 ms | 6 - 409 MB | NPU
|
| 126 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 46.702 ms | 6 - 409 MB | NPU
|
| 127 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 46.702 ms | 6 - 409 MB | NPU
|
| 128 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 76.239 ms | 6 - 724 MB | NPU
|
| 129 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 47.059 ms | 1 - 8 MB | NPU
|
| 130 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 52.097 ms | 6 - 6 MB | NPU
|
| 131 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 1116.926 ms | 6 - 514 MB | NPU
|
| 132 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 89.198 ms | 6 - 462 MB | NPU
|
| 133 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 29.804 ms | 6 - 399 MB | NPU
|
| 134 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 159.737 ms | 6 - 468 MB | NPU
|
| 135 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 77.607 ms | 1 - 408 MB | NPU
|
| 136 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Mobile | 29.804 ms | 6 - 399 MB | NPU
|
| 137 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 Mobile | 21.603 ms | 6 - 437 MB | NPU
|
| 138 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 89.198 ms | 6 - 462 MB | NPU
|
| 139 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 12.492 ms | 3 - 3 MB | NPU
|
| 140 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 26.1 ms | 3 - 3 MB | NPU
|
| 141 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 18.14 ms | 3 - 439 MB | NPU
|
| 142 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 36.031 ms | 3 - 439 MB | NPU
|
| 143 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 113.722 ms | 3 - 7 MB | NPU
|
| 144 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 82.757 ms | 2 - 337 MB | NPU
|
| 145 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 25.029 ms | 3 - 6 MB | NPU
|
| 146 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 23.452 ms | 0 - 335 MB | NPU
|
| 147 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 23.452 ms | 0 - 335 MB | NPU
|
| 148 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 23.452 ms | 0 - 335 MB | NPU
|
| 149 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 36.031 ms | 3 - 439 MB | NPU
|
| 150 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 23.719 ms | 2 - 7 MB | NPU
|
| 151 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 26.1 ms | 3 - 3 MB | NPU
|
| 152 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 494.384 ms | 23 - 418 MB | NPU
|
| 153 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 43.758 ms | 3 - 346 MB | NPU
|
| 154 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 15.062 ms | 3 - 338 MB | NPU
|
| 155 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 82.757 ms | 2 - 337 MB | NPU
|
| 156 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 42.945 ms | 0 - 336 MB | NPU
|
| 157 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Mobile | 15.062 ms | 3 - 338 MB | NPU
|
| 158 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 10.355 ms | 3 - 348 MB | NPU
|
| 159 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 43.758 ms | 3 - 346 MB | NPU
|
| 160 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 1234.435 ms | 0 - 829 MB | NPU
|
| 161 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 1804.079 ms | 0 - 657 MB | NPU
|
| 162 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8275 | 2972.919 ms | 0 - 650 MB | NPU
|
| 163 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 1596.112 ms | 0 - 3 MB | NPU
|
| 164 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 1565.276 ms | 0 - 651 MB | NPU
|
| 165 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 1565.276 ms | 0 - 651 MB | NPU
|
| 166 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 1565.276 ms | 0 - 651 MB | NPU
|
| 167 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 1804.079 ms | 0 - 657 MB | NPU
|
| 168 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 1542.253 ms | 0 - 43 MB | NPU
|
| 169 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 1033.943 ms | 0 - 648 MB | NPU
|
| 170 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 2972.919 ms | 0 - 650 MB | NPU
|
| 171 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 1819.26 ms | 0 - 504 MB | NPU
|
| 172 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Mobile | 1033.943 ms | 0 - 648 MB | NPU
|
| 173 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 Mobile | 964.757 ms | 0 - 657 MB | NPU
|
| 174 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 2606.371 ms | 1 - 1348 MB | NPU
|
| 175 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 3745.494 ms | 1 - 1083 MB | NPU
|
| 176 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 16805.648 ms | 3461 - 5278 MB | NPU
|
| 177 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8275 | 6801.945 ms | 3 - 1160 MB | NPU
|
| 178 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 3083.448 ms | 1 - 4 MB | NPU
|
| 179 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 3424.039 ms | 1 - 1123 MB | NPU
|
| 180 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 3424.039 ms | 1 - 1123 MB | NPU
|
| 181 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 3424.039 ms | 1 - 1123 MB | NPU
|
| 182 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 3745.494 ms | 1 - 1083 MB | NPU
|
| 183 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 3327.424 ms | 0 - 38 MB | NPU
|
| 184 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 394093.221 ms | 814 - 1042 MB | NPU
|
| 185 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 356128.919 ms | 882 - 1214 MB | NPU
|
| 186 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2124.722 ms | 1 - 818 MB | NPU
|
| 187 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 6801.945 ms | 3 - 1160 MB | NPU
|
| 188 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 3748.894 ms | 0 - 904 MB | NPU
|
| 189 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Mobile | 2124.722 ms | 1 - 818 MB | NPU
|
| 190 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 Mobile | 2819.811 ms | 0 - 1317 MB | NPU
|
| 191 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 356128.919 ms | 882 - 1214 MB | NPU
|
|
|
|
|
|
|
| 192 |
|
| 193 |
## License
|
| 194 |
* The license for the original implementation of ResNet-Mixed-Convolution can be found
|
release_assets.json
CHANGED
|
@@ -1,44 +1,66 @@
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| 1 |
{
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"version": "0.
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"precisions": {
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"qnn_dlc": {
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"tool_versions": {
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"qairt": "2.45.0.260326154327"
|
| 9 |
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| 10 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
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| 12 |
"onnx": {
|
| 13 |
"tool_versions": {
|
| 14 |
"qairt": "2.45.0.260326154327",
|
| 15 |
-
"onnx_runtime": "1.
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| 16 |
},
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 18 |
}
|
| 19 |
}
|
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},
|
| 21 |
-
"
|
| 22 |
"universal_assets": {
|
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-
"
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| 24 |
"tool_versions": {
|
| 25 |
"qairt": "2.45.0.260326154327",
|
| 26 |
-
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|
| 27 |
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|
| 28 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 29 |
},
|
| 30 |
"qnn_dlc": {
|
| 31 |
"tool_versions": {
|
| 32 |
"qairt": "2.45.0.260326154327"
|
| 33 |
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|
| 34 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 35 |
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|
| 36 |
-
"
|
| 37 |
"tool_versions": {
|
| 38 |
-
"qairt": "2.45.0.260326154327"
|
| 39 |
-
"onnx_runtime": "1.25.0"
|
| 40 |
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|
| 41 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 42 |
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|
| 43 |
}
|
| 44 |
}
|
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|
| 1 |
{
|
| 2 |
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"version": "0.59.0",
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| 3 |
"precisions": {
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| 4 |
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"float": {
|
| 5 |
"universal_assets": {
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| 6 |
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"onnx": {
|
| 7 |
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"tool_versions": {
|
| 8 |
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"qairt": "2.45.0.260326154327",
|
| 9 |
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"onnx_runtime": "1.27.1"
|
| 10 |
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|
| 11 |
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.59.0/resnet_mixed-onnx-float.zip"
|
| 12 |
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|
| 13 |
"qnn_dlc": {
|
| 14 |
"tool_versions": {
|
| 15 |
"qairt": "2.45.0.260326154327"
|
| 16 |
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| 17 |
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.59.0/resnet_mixed-qnn_dlc-float.zip"
|
| 18 |
},
|
| 19 |
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"tflite": {
|
| 20 |
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"tool_versions": {
|
| 21 |
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"qairt": "2.45.0.260326154327"
|
| 22 |
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|
| 23 |
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.59.0/resnet_mixed-tflite-float.zip"
|
| 24 |
+
}
|
| 25 |
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}
|
| 26 |
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},
|
| 27 |
+
"w8a16": {
|
| 28 |
+
"universal_assets": {
|
| 29 |
"onnx": {
|
| 30 |
"tool_versions": {
|
| 31 |
"qairt": "2.45.0.260326154327",
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| 32 |
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"onnx_runtime": "1.27.1"
|
| 33 |
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},
|
| 34 |
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"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.59.0/resnet_mixed-onnx-w8a16.zip"
|
| 35 |
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},
|
| 36 |
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"qnn_dlc": {
|
| 37 |
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"tool_versions": {
|
| 38 |
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"qairt": "2.45.0.260326154327"
|
| 39 |
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| 40 |
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|
| 41 |
}
|
| 42 |
}
|
| 43 |
},
|
| 44 |
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"w8a8": {
|
| 45 |
"universal_assets": {
|
| 46 |
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"onnx": {
|
| 47 |
"tool_versions": {
|
| 48 |
"qairt": "2.45.0.260326154327",
|
| 49 |
+
"onnx_runtime": "1.27.1"
|
| 50 |
},
|
| 51 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.59.0/resnet_mixed-onnx-w8a8.zip"
|
| 52 |
},
|
| 53 |
"qnn_dlc": {
|
| 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/resnet_mixed/releases/v0.59.0/resnet_mixed-qnn_dlc-w8a8.zip"
|
| 58 |
},
|
| 59 |
+
"tflite": {
|
| 60 |
"tool_versions": {
|
| 61 |
+
"qairt": "2.45.0.260326154327"
|
|
|
|
| 62 |
},
|
| 63 |
+
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.59.0/resnet_mixed-tflite-w8a8.zip"
|
| 64 |
}
|
| 65 |
}
|
| 66 |
}
|