v0.63.0
Browse filesSee https://github.com/qualcomm/ai-hub-models/releases/v0.63.0 for changelog.
- README.md +146 -146
- release_assets.json +17 -17
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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|---|---|---|---|---|
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| ONNX | float | Universal | QAIRT 2.
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| ONNX | w8a16 | Universal | QAIRT 2.
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| ONNX | w8a8 | Universal | QAIRT 2.
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| QNN_DLC | float | Universal | QAIRT 2.
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| QNN_DLC | w8a16 | Universal | QAIRT 2.
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| TFLITE | float | Universal | QAIRT 2.
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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®
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon®
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon®
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon®
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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®
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm®
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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®
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon®
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon®
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon®
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| ResNet-Mixed-Convolution | ONNX | w8a16 |
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm®
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm®
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-
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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 | Snapdragon® 7 Gen 4 Mobile |
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon®
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon®
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon®
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon®
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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 | Qualcomm®
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm®
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-
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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 | Snapdragon® 7 Gen 4 Mobile |
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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 | 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 | Qualcomm® Dragonwing™
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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 | w8a16 | Snapdragon®
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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 | 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 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-
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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 |
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| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile |
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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 | 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 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-
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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 | Snapdragon® 7 Gen 4 Mobile | 7.
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| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen
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| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8
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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 |
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8
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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 | Qualcomm® Dragonwing™
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| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-
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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 | Snapdragon® 7 Gen 4 Mobile |
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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/v0.63.0/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 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-onnx-float.zip)
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| ONNX | w8a16 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-onnx-w8a16.zip)
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| ONNX | w8a8 | Universal | QAIRT 2.50, ONNX Runtime 1.27.1 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-onnx-w8a8.zip)
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| QNN_DLC | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-float.zip)
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| QNN_DLC | w8a16 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-w8a16.zip)
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| QNN_DLC | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-qnn_dlc-w8a8.zip)
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| TFLITE | float | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/resnet_mixed-tflite-float.zip)
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+
| TFLITE | w8a8 | Universal | QAIRT 2.50 | [Download](https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.63.0/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/v0.63.0/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)
|
| 47 |
- Custom input shapes
|
| 48 |
- Target device and runtime configurations
|
| 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/v0.63.0/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® 8 Elite Gen 5 For Galaxy Mobile | 5.738 ms | 1 - 204 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.689 ms | 1 - 198 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X2 Elite | 7.1 ms | 2 - 2 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® X Elite | 13.618 ms | 22 - 22 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 3 Mobile | 9.507 ms | 2 - 255 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Snapdragon® 8 Gen 1 Mobile | 24.027 ms | 2 - 218 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-8275 | 28.138 ms | 2 - 6 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.045 ms | 0 - 24 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® QCS8450 | 24.027 ms | 2 - 218 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-9075 | 25.734 ms | 2 - 6 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.618 ms | 22 - 22 MB | NPU
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| ResNet-Mixed-Convolution | ONNX | float | Qualcomm® Dragonwing™ Q-8750 | 7.689 ms | 1 - 198 MB | NPU
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| 80 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.671 ms | 0 - 192 MB | NPU
|
| 81 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.213 ms | 1 - 180 MB | NPU
|
| 82 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X2 Elite | 4.679 ms | 1 - 1 MB | NPU
|
| 83 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® X Elite | 8.814 ms | 11 - 11 MB | NPU
|
| 84 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.39 ms | 1 - 236 MB | NPU
|
| 85 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 8 Gen 1 Mobile | 11.85 ms | 1 - 238 MB | NPU
|
| 86 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 36.232 ms | 1 - 4 MB | NPU
|
| 87 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.489 ms | 1 - 5 MB | NPU
|
| 88 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.508 ms | 0 - 15 MB | NPU
|
| 89 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® QCS8450 | 11.85 ms | 1 - 238 MB | NPU
|
| 90 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.312 ms | 1 - 4 MB | NPU
|
| 91 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 8.814 ms | 11 - 11 MB | NPU
|
| 92 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 175.086 ms | 0 - 193 MB | NPU
|
| 93 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 16.552 ms | 1 - 193 MB | NPU
|
| 94 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.213 ms | 1 - 180 MB | NPU
|
| 95 |
+
| ResNet-Mixed-Convolution | ONNX | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.552 ms | 1 - 193 MB | NPU
|
| 96 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.86 ms | 0 - 175 MB | NPU
|
| 97 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.737 ms | 0 - 169 MB | NPU
|
| 98 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X2 Elite | 2.312 ms | 2 - 2 MB | NPU
|
| 99 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® X Elite | 4.722 ms | 12 - 12 MB | NPU
|
| 100 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.267 ms | 0 - 211 MB | NPU
|
| 101 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.053 ms | 1 - 209 MB | NPU
|
| 102 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.585 ms | 1 - 4 MB | NPU
|
| 103 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 4.993 ms | 1 - 5 MB | NPU
|
| 104 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.561 ms | 0 - 124 MB | NPU
|
| 105 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® QCS8450 | 6.053 ms | 1 - 209 MB | NPU
|
| 106 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.441 ms | 1 - 4 MB | NPU
|
| 107 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 4.722 ms | 12 - 12 MB | NPU
|
| 108 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 93.242 ms | 3 - 184 MB | NPU
|
| 109 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 8.022 ms | 1 - 176 MB | NPU
|
| 110 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.737 ms | 0 - 169 MB | NPU
|
| 111 |
+
| ResNet-Mixed-Convolution | ONNX | w8a8 | Snapdragon® 7 Gen 4 Mobile | 8.022 ms | 1 - 176 MB | NPU
|
| 112 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 5.865 ms | 2 - 207 MB | NPU
|
| 113 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Elite For Galaxy Mobile | 7.735 ms | 0 - 200 MB | NPU
|
| 114 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X2 Elite | 7.77 ms | 2 - 2 MB | NPU
|
| 115 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® X Elite | 13.922 ms | 2 - 2 MB | NPU
|
| 116 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 3 Mobile | 9.526 ms | 0 - 253 MB | NPU
|
| 117 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Snapdragon® 8 Gen 1 Mobile | 24.31 ms | 2 - 217 MB | NPU
|
| 118 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-8275 | 28.323 ms | 2 - 7 MB | NPU
|
| 119 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 13.265 ms | 2 - 4 MB | NPU
|
| 120 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8775P | 25.151 ms | 1 - 200 MB | NPU
|
| 121 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8650P | 25.151 ms | 1 - 200 MB | NPU
|
| 122 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8255P | 25.151 ms | 1 - 200 MB | NPU
|
| 123 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® QCS8450 | 24.31 ms | 2 - 217 MB | NPU
|
| 124 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-9075 | 25.493 ms | 2 - 7 MB | NPU
|
| 125 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ IQ-X7181 | 13.922 ms | 2 - 2 MB | NPU
|
| 126 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® Dragonwing™ Q-8750 | 7.735 ms | 0 - 200 MB | NPU
|
| 127 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA7255P | 97.483 ms | 1 - 200 MB | NPU
|
| 128 |
+
| ResNet-Mixed-Convolution | QNN_DLC | float | Qualcomm® SA8295P | 26.963 ms | 0 - 173 MB | NPU
|
| 129 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 3.798 ms | 1 - 186 MB | NPU
|
| 130 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Elite For Galaxy Mobile | 5.465 ms | 1 - 177 MB | NPU
|
| 131 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X2 Elite | 5.294 ms | 1 - 1 MB | NPU
|
| 132 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® X Elite | 9.258 ms | 1 - 1 MB | NPU
|
| 133 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 3 Mobile | 6.477 ms | 0 - 230 MB | NPU
|
| 134 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 8 Gen 1 Mobile | 12.075 ms | 1 - 232 MB | NPU
|
| 135 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS6490 | 37.226 ms | 1 - 4 MB | NPU
|
| 136 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-8275 | 9.582 ms | 1 - 5 MB | NPU
|
| 137 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 8.617 ms | 1 - 3 MB | NPU
|
| 138 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8775P | 8.61 ms | 1 - 181 MB | NPU
|
| 139 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8650P | 8.61 ms | 1 - 181 MB | NPU
|
| 140 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8255P | 8.61 ms | 1 - 181 MB | NPU
|
| 141 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® QCS8450 | 12.075 ms | 1 - 232 MB | NPU
|
| 142 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-9075 | 8.334 ms | 1 - 4 MB | NPU
|
| 143 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ IQ-X7181 | 9.258 ms | 1 - 1 MB | NPU
|
| 144 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-6690 | 174.258 ms | 1 - 191 MB | NPU
|
| 145 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-7790 | 16.784 ms | 1 - 190 MB | NPU
|
| 146 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® Dragonwing™ Q-8750 | 5.465 ms | 1 - 177 MB | NPU
|
| 147 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA7255P | 29.978 ms | 1 - 180 MB | NPU
|
| 148 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Qualcomm® SA8295P | 15.762 ms | 1 - 186 MB | NPU
|
| 149 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a16 | Snapdragon® 7 Gen 4 Mobile | 16.784 ms | 1 - 190 MB | NPU
|
| 150 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 1.904 ms | 1 - 171 MB | NPU
|
| 151 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 2.752 ms | 0 - 171 MB | NPU
|
| 152 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X2 Elite | 2.676 ms | 1 - 1 MB | NPU
|
| 153 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® X Elite | 5.09 ms | 1 - 1 MB | NPU
|
| 154 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 3 Mobile | 3.319 ms | 0 - 208 MB | NPU
|
| 155 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 8 Gen 1 Mobile | 6.338 ms | 1 - 208 MB | NPU
|
| 156 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 18.485 ms | 3 - 5 MB | NPU
|
| 157 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 5.054 ms | 1 - 4 MB | NPU
|
| 158 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 4.643 ms | 1 - 2 MB | NPU
|
| 159 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8775P | 4.686 ms | 1 - 166 MB | NPU
|
| 160 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8650P | 4.686 ms | 1 - 166 MB | NPU
|
| 161 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8255P | 4.686 ms | 1 - 166 MB | NPU
|
| 162 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® QCS8450 | 6.338 ms | 1 - 208 MB | NPU
|
| 163 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 4.516 ms | 0 - 3 MB | NPU
|
| 164 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ IQ-X7181 | 5.09 ms | 1 - 1 MB | NPU
|
| 165 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 90.294 ms | 1 - 181 MB | NPU
|
| 166 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 7.899 ms | 1 - 166 MB | NPU
|
| 167 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 2.752 ms | 0 - 171 MB | NPU
|
| 168 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA7255P | 16.433 ms | 1 - 166 MB | NPU
|
| 169 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Qualcomm® SA8295P | 8.54 ms | 1 - 170 MB | NPU
|
| 170 |
+
| ResNet-Mixed-Convolution | QNN_DLC | w8a8 | Snapdragon® 7 Gen 4 Mobile | 7.899 ms | 1 - 166 MB | NPU
|
| 171 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 180.172 ms | 0 - 234 MB | NPU
|
| 172 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Elite For Galaxy Mobile | 189.335 ms | 0 - 231 MB | NPU
|
| 173 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 3 Mobile | 201.929 ms | 0 - 282 MB | NPU
|
| 174 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Snapdragon® 8 Gen 1 Mobile | 303.531 ms | 0 - 259 MB | NPU
|
| 175 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-8275 | 255.843 ms | 0 - 30 MB | NPU
|
| 176 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 255.088 ms | 0 - 3 MB | NPU
|
| 177 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8775P | 258.854 ms | 0 - 228 MB | NPU
|
| 178 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8650P | 258.854 ms | 0 - 228 MB | NPU
|
| 179 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8255P | 258.854 ms | 0 - 228 MB | NPU
|
| 180 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® QCS8450 | 303.531 ms | 0 - 259 MB | NPU
|
| 181 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ IQ-9075 | 263.913 ms | 0 - 29 MB | NPU
|
| 182 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® Dragonwing™ Q-8750 | 189.335 ms | 0 - 231 MB | NPU
|
| 183 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA7255P | 501.821 ms | 0 - 226 MB | NPU
|
| 184 |
+
| ResNet-Mixed-Convolution | TFLITE | float | Qualcomm® SA8295P | 309.555 ms | 0 - 213 MB | NPU
|
| 185 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite Gen 5 For Galaxy Mobile | 358.895 ms | 0 - 318 MB | NPU
|
| 186 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Elite For Galaxy Mobile | 349.591 ms | 0 - 257 MB | NPU
|
| 187 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 3 Mobile | 413.541 ms | 0 - 334 MB | NPU
|
| 188 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 8 Gen 1 Mobile | 671.57 ms | 2 - 330 MB | NPU
|
| 189 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS6490 | 1769.212 ms | 693 - 1059 MB | NPU
|
| 190 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-8275 | 550.841 ms | 0 - 29 MB | NPU
|
| 191 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ QCS8550 (Proxy) | 547.386 ms | 0 - 2 MB | NPU
|
| 192 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8775P | 609.107 ms | 0 - 279 MB | NPU
|
| 193 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8650P | 609.107 ms | 0 - 279 MB | NPU
|
| 194 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8255P | 609.107 ms | 0 - 279 MB | NPU
|
| 195 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® QCS8450 | 671.57 ms | 2 - 330 MB | NPU
|
| 196 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ IQ-9075 | 611.298 ms | 0 - 28 MB | NPU
|
| 197 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-6690 | 1536.734 ms | 654 - 805 MB | NPU
|
| 198 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-7790 | 1232.249 ms | 668 - 843 MB | NPU
|
| 199 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® Dragonwing™ Q-8750 | 349.591 ms | 0 - 257 MB | NPU
|
| 200 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA7255P | 1189.445 ms | 678 - 693 MB | CPU
|
| 201 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Qualcomm® SA8295P | 621.284 ms | 0 - 282 MB | NPU
|
| 202 |
+
| ResNet-Mixed-Convolution | TFLITE | w8a8 | Snapdragon® 7 Gen 4 Mobile | 1232.249 ms | 668 - 843 MB | NPU
|
| 203 |
|
| 204 |
## License
|
| 205 |
* The license for the original implementation of ResNet-Mixed-Convolution can be found
|
release_assets.json
CHANGED
|
@@ -1,26 +1,26 @@
|
|
| 1 |
{
|
| 2 |
-
"version": "0.
|
| 3 |
"precisions": {
|
| 4 |
"float": {
|
| 5 |
"universal_assets": {
|
| 6 |
"onnx": {
|
| 7 |
"tool_versions": {
|
| 8 |
-
"qairt": "2.
|
| 9 |
"onnx_runtime": "1.27.1"
|
| 10 |
},
|
| 11 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 12 |
},
|
| 13 |
"qnn_dlc": {
|
| 14 |
"tool_versions": {
|
| 15 |
-
"qairt": "2.
|
| 16 |
},
|
| 17 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 18 |
},
|
| 19 |
"tflite": {
|
| 20 |
"tool_versions": {
|
| 21 |
-
"qairt": "2.
|
| 22 |
},
|
| 23 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 24 |
}
|
| 25 |
}
|
| 26 |
},
|
|
@@ -28,16 +28,16 @@
|
|
| 28 |
"universal_assets": {
|
| 29 |
"onnx": {
|
| 30 |
"tool_versions": {
|
| 31 |
-
"qairt": "2.
|
| 32 |
"onnx_runtime": "1.27.1"
|
| 33 |
},
|
| 34 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 35 |
},
|
| 36 |
"qnn_dlc": {
|
| 37 |
"tool_versions": {
|
| 38 |
-
"qairt": "2.
|
| 39 |
},
|
| 40 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 41 |
}
|
| 42 |
}
|
| 43 |
},
|
|
@@ -45,22 +45,22 @@
|
|
| 45 |
"universal_assets": {
|
| 46 |
"onnx": {
|
| 47 |
"tool_versions": {
|
| 48 |
-
"qairt": "2.
|
| 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.
|
| 52 |
},
|
| 53 |
"qnn_dlc": {
|
| 54 |
"tool_versions": {
|
| 55 |
-
"qairt": "2.
|
| 56 |
},
|
| 57 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 58 |
},
|
| 59 |
"tflite": {
|
| 60 |
"tool_versions": {
|
| 61 |
-
"qairt": "2.
|
| 62 |
},
|
| 63 |
-
"download_url": "https://qaihub-public-assets.s3.us-west-2.amazonaws.com/qai-hub-models/models/resnet_mixed/releases/v0.
|
| 64 |
}
|
| 65 |
}
|
| 66 |
}
|
|
|
|
| 1 |
{
|
| 2 |
+
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|
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