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ResNet-3D

Video Classification
PyTorch
backbone
android
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ResNet-3D: Optimized for Qualcomm Devices

ResNet 3D is a network with 3D convolutions used for video understanding.

This is based on the implementation of ResNet-3D found here. This repository contains pre-exported model files optimized for Qualcomm® devices. You can use the Qualcomm® AI Hub Models library to export with custom configurations. More details on model performance across various devices, can be found here.

Qualcomm AI Hub Models uses Qualcomm AI Hub Workbench to compile, profile, and evaluate this model. Sign up to run these models on a hosted Qualcomm® device.

Getting Started

There are two ways to deploy this model on your device:

Option 1: Download Pre-Exported Models

Below are pre-exported model assets ready for deployment.

Runtime Precision Chipset SDK Versions Download
ONNX float Universal QAIRT 2.50, ONNX Runtime 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a8 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download
TFLITE w8a8 Universal QAIRT 2.50 Download

For more device-specific assets and performance metrics, visit ResNet-3D on Qualcomm® AI Hub.

Option 2: Export with Custom Configurations

Use the Qualcomm® AI Hub Models Python library to compile and export the model with your own:

  • Custom weights (e.g., fine-tuned checkpoints)
  • Custom input shapes
  • Target device and runtime configurations

This option is ideal if you need to customize the model beyond the default configuration provided here.

See our repository for ResNet-3D on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.video_classification

Model Stats:

  • Input resolution: 112x112
  • Model checkpoint: Kinetics-400
  • Model size (float): 127 MB
  • Model size (w8a8): 32.1 MB
  • Number of parameters: 33.4M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
ResNet-3D ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 5.976 ms 2 - 180 MB NPU
ResNet-3D ONNX float Snapdragon® 8 Elite For Galaxy Mobile 7.66 ms 0 - 174 MB NPU
ResNet-3D ONNX float Snapdragon® X2 Elite 6.903 ms 2 - 2 MB NPU
ResNet-3D ONNX float Snapdragon® X Elite 13.105 ms 64 - 64 MB NPU
ResNet-3D ONNX float Snapdragon® 8 Gen 3 Mobile 9.372 ms 1 - 228 MB NPU
ResNet-3D ONNX float Snapdragon® 8 Gen 1 Mobile 23.223 ms 2 - 216 MB NPU
ResNet-3D ONNX float Qualcomm® Dragonwing™ IQ-8275 27.162 ms 2 - 9 MB NPU
ResNet-3D ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 12.866 ms 0 - 93 MB NPU
ResNet-3D ONNX float Qualcomm® QCS8450 23.223 ms 2 - 216 MB NPU
ResNet-3D ONNX float Qualcomm® Dragonwing™ IQ-9075 24.237 ms 2 - 8 MB NPU
ResNet-3D ONNX float Qualcomm® Dragonwing™ IQ-X7181 13.105 ms 64 - 64 MB NPU
ResNet-3D ONNX float Qualcomm® Dragonwing™ Q-8750 7.66 ms 0 - 174 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 2.031 ms 0 - 162 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 2.66 ms 0 - 167 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® X2 Elite 2.215 ms 2 - 2 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® X Elite 4.399 ms 33 - 33 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 3.221 ms 0 - 231 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 6.102 ms 1 - 230 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 18.964 ms 0 - 4 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 4.854 ms 0 - 5 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.352 ms 0 - 42 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® QCS8450 6.102 ms 1 - 230 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 4.249 ms 0 - 4 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 4.399 ms 33 - 33 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 90.875 ms 1 - 172 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 7.792 ms 0 - 161 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 2.66 ms 0 - 167 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 7.792 ms 0 - 161 MB NPU
ResNet-3D QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 5.873 ms 2 - 182 MB NPU
ResNet-3D QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 7.666 ms 0 - 176 MB NPU
ResNet-3D QNN_DLC float Snapdragon® X2 Elite 7.248 ms 2 - 2 MB NPU
ResNet-3D QNN_DLC float Snapdragon® X Elite 13.296 ms 2 - 2 MB NPU
ResNet-3D QNN_DLC float Snapdragon® 8 Gen 3 Mobile 9.347 ms 2 - 233 MB NPU
ResNet-3D QNN_DLC float Snapdragon® 8 Gen 1 Mobile 23.561 ms 2 - 218 MB NPU
ResNet-3D QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 26.823 ms 2 - 7 MB NPU
ResNet-3D QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 12.865 ms 2 - 4 MB NPU
ResNet-3D QNN_DLC float Qualcomm® QCS8450 23.561 ms 2 - 218 MB NPU
ResNet-3D QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 24.516 ms 4 - 9 MB NPU
ResNet-3D QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 13.296 ms 2 - 2 MB NPU
ResNet-3D QNN_DLC float Qualcomm® Dragonwing™ Q-8750 7.666 ms 0 - 176 MB NPU
ResNet-3D QNN_DLC float Qualcomm® SA8295P 26.056 ms 0 - 164 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.977 ms 1 - 160 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 2.71 ms 1 - 158 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® X2 Elite 2.522 ms 1 - 1 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® X Elite 4.646 ms 1 - 1 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 3.266 ms 1 - 233 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 6.149 ms 1 - 229 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 19.012 ms 3 - 5 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 4.879 ms 1 - 4 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 4.346 ms 1 - 3 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® SA8650P 4.612 ms 1 - 62 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® SA8255P 4.612 ms 1 - 62 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® QCS8450 6.149 ms 1 - 229 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 4.203 ms 1 - 3 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 4.646 ms 1 - 1 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 87.744 ms 0 - 174 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 7.869 ms 1 - 159 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 2.71 ms 1 - 158 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® SA8295P 8.015 ms 1 - 173 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 7.869 ms 1 - 159 MB NPU
ResNet-3D TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 158.417 ms 0 - 204 MB NPU
ResNet-3D TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 168.201 ms 0 - 201 MB NPU
ResNet-3D TFLITE float Snapdragon® 8 Gen 3 Mobile 173.065 ms 0 - 252 MB NPU
ResNet-3D TFLITE float Snapdragon® 8 Gen 1 Mobile 266.305 ms 0 - 249 MB NPU
ResNet-3D TFLITE float Qualcomm® Dragonwing™ IQ-8275 256.193 ms 0 - 71 MB NPU
ResNet-3D TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 228.746 ms 0 - 3 MB NPU
ResNet-3D TFLITE float Qualcomm® SA8775P 232.822 ms 0 - 200 MB NPU
ResNet-3D TFLITE float Qualcomm® SA8650P 232.822 ms 0 - 200 MB NPU
ResNet-3D TFLITE float Qualcomm® SA8255P 232.822 ms 0 - 200 MB NPU
ResNet-3D TFLITE float Qualcomm® QCS8450 266.305 ms 0 - 249 MB NPU
ResNet-3D TFLITE float Qualcomm® Dragonwing™ IQ-9075 240.999 ms 0 - 70 MB NPU
ResNet-3D TFLITE float Qualcomm® Dragonwing™ Q-8750 168.201 ms 0 - 201 MB NPU
ResNet-3D TFLITE float Qualcomm® SA8295P 283.058 ms 0 - 196 MB NPU
ResNet-3D TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 151.293 ms 0 - 277 MB NPU
ResNet-3D TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 134.987 ms 0 - 241 MB NPU
ResNet-3D TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 182.201 ms 0 - 296 MB NPU
ResNet-3D TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 247.341 ms 1 - 298 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1730.6 ms 693 - 1059 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 240.828 ms 0 - 69 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 233.158 ms 0 - 3 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® SA8650P 247.045 ms 1 - 299 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® SA8255P 247.045 ms 1 - 299 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® QCS8450 247.341 ms 1 - 298 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 241.687 ms 0 - 69 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 1490.122 ms 655 - 804 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1166.684 ms 678 - 731 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 134.987 ms 0 - 241 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® SA8295P 259.19 ms 0 - 239 MB NPU
ResNet-3D TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1166.684 ms 678 - 731 MB NPU

License

  • The license for the original implementation of ResNet-3D can be found here.

References

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Paper for qualcomm/ResNet-3D