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ResNet-3D

Video Classification
PyTorch
backbone
android
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xet
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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 2.45, ONNX Runtime 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a8 Universal QAIRT 2.45 Download
TFLITE float Universal QAIRT 2.45 Download
TFLITE w8a8 Universal QAIRT 2.45 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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
ResNet-3D ONNX float Snapdragon® X2 Elite 35.768 ms 12 - 12 MB NPU
ResNet-3D ONNX float Snapdragon® X Elite 67.732 ms 58 - 58 MB NPU
ResNet-3D ONNX float Snapdragon® 8 Gen 3 Mobile 50.574 ms 3 - 586 MB NPU
ResNet-3D ONNX float Snapdragon® 8 Gen 1 Mobile 135.243 ms 12 - 502 MB NPU
ResNet-3D ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 67.478 ms 1 - 72 MB NPU
ResNet-3D ONNX float Qualcomm® QCS8450 135.243 ms 12 - 502 MB NPU
ResNet-3D ONNX float Qualcomm® Dragonwing™ IQ-9075 125.727 ms 11 - 26 MB NPU
ResNet-3D ONNX float Qualcomm® Dragonwing™ IQ-X7181 67.732 ms 58 - 58 MB NPU
ResNet-3D ONNX float Qualcomm® Dragonwing™ Q-8750 41.821 ms 1 - 391 MB NPU
ResNet-3D ONNX float Snapdragon® 8 Elite Mobile 41.821 ms 1 - 391 MB NPU
ResNet-3D ONNX float Snapdragon® 8 Elite Gen 5 Mobile 30.064 ms 1 - 408 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® X2 Elite 11.575 ms 3 - 3 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® X Elite 22.394 ms 32 - 32 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 16.789 ms 0 - 415 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 35.729 ms 0 - 416 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 22.205 ms 0 - 40 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® QCS8450 35.729 ms 0 - 416 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 21.375 ms 0 - 6 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 22.394 ms 32 - 32 MB NPU
ResNet-3D ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 14.941 ms 0 - 292 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® 8 Elite Mobile 14.941 ms 0 - 292 MB NPU
ResNet-3D ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 10.163 ms 2 - 301 MB NPU
ResNet-3D QNN_DLC float Snapdragon® X2 Elite 36.206 ms 12 - 12 MB NPU
ResNet-3D QNN_DLC float Snapdragon® X Elite 70.807 ms 12 - 12 MB NPU
ResNet-3D QNN_DLC float Snapdragon® 8 Gen 3 Mobile 51.436 ms 12 - 599 MB NPU
ResNet-3D QNN_DLC float Snapdragon® 8 Gen 1 Mobile 134.47 ms 7 - 499 MB NPU
ResNet-3D QNN_DLC float Qualcomm® Dragonwing™ QCS8275 467.671 ms 0 - 395 MB NPU
ResNet-3D QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 69.21 ms 12 - 15 MB NPU
ResNet-3D QNN_DLC float Qualcomm® SA8775P 123.909 ms 0 - 395 MB NPU
ResNet-3D QNN_DLC float Qualcomm® SA8650P 123.909 ms 0 - 395 MB NPU
ResNet-3D QNN_DLC float Qualcomm® SA8255P 123.909 ms 0 - 395 MB NPU
ResNet-3D QNN_DLC float Qualcomm® QCS8450 134.47 ms 7 - 499 MB NPU
ResNet-3D QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 124.41 ms 12 - 25 MB NPU
ResNet-3D QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 70.807 ms 12 - 12 MB NPU
ResNet-3D QNN_DLC float Qualcomm® Dragonwing™ Q-8750 41.887 ms 0 - 392 MB NPU
ResNet-3D QNN_DLC float Qualcomm® SA7255P 467.671 ms 0 - 395 MB NPU
ResNet-3D QNN_DLC float Qualcomm® SA8295P 132.99 ms 0 - 317 MB NPU
ResNet-3D QNN_DLC float Snapdragon® 8 Elite Mobile 41.887 ms 0 - 392 MB NPU
ResNet-3D QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 29.974 ms 12 - 407 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® X2 Elite 17.371 ms 3 - 3 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® X Elite 23.518 ms 3 - 3 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 17.096 ms 3 - 409 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 36.48 ms 3 - 412 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 137.143 ms 3 - 7 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 75.932 ms 3 - 283 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 22.876 ms 3 - 319 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® SA8775P 21.831 ms 3 - 285 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® SA8650P 21.831 ms 3 - 285 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® SA8255P 21.831 ms 3 - 285 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® QCS8450 36.48 ms 3 - 412 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 23.402 ms 2 - 7 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 23.518 ms 3 - 3 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 463.531 ms 3 - 360 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 42.75 ms 3 - 299 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 15.386 ms 3 - 291 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® SA7255P 75.932 ms 3 - 283 MB NPU
ResNet-3D QNN_DLC w8a8 Qualcomm® SA8295P 39.834 ms 0 - 281 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 15.386 ms 3 - 291 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 10.718 ms 3 - 299 MB NPU
ResNet-3D QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 42.75 ms 3 - 299 MB NPU
ResNet-3D TFLITE float Snapdragon® 8 Gen 3 Mobile 1128.526 ms 0 - 642 MB NPU
ResNet-3D TFLITE float Snapdragon® 8 Gen 1 Mobile 1624.894 ms 0 - 604 MB NPU
ResNet-3D TFLITE float Qualcomm® Dragonwing™ QCS8275 2775.179 ms 1 - 456 MB NPU
ResNet-3D TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1422.381 ms 0 - 3 MB NPU
ResNet-3D TFLITE float Qualcomm® SA8775P 1482.157 ms 1 - 476 MB NPU
ResNet-3D TFLITE float Qualcomm® SA8650P 1482.157 ms 1 - 476 MB NPU
ResNet-3D TFLITE float Qualcomm® SA8255P 1482.157 ms 1 - 476 MB NPU
ResNet-3D TFLITE float Qualcomm® QCS8450 1624.894 ms 0 - 604 MB NPU
ResNet-3D TFLITE float Qualcomm® Dragonwing™ IQ-9075 1417.474 ms 0 - 83 MB NPU
ResNet-3D TFLITE float Qualcomm® Dragonwing™ Q-8750 955.799 ms 0 - 470 MB NPU
ResNet-3D TFLITE float Qualcomm® SA7255P 2775.179 ms 1 - 456 MB NPU
ResNet-3D TFLITE float Qualcomm® SA8295P 1730.667 ms 0 - 454 MB NPU
ResNet-3D TFLITE float Snapdragon® 8 Elite Mobile 955.799 ms 0 - 470 MB NPU
ResNet-3D TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 887.67 ms 0 - 473 MB NPU
ResNet-3D TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 943.378 ms 0 - 999 MB NPU
ResNet-3D TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1414.361 ms 0 - 868 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 9128.12 ms 3462 - 5277 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 2553.225 ms 1 - 820 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1264.192 ms 0 - 3 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® SA8775P 1260.25 ms 1 - 819 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® SA8650P 1260.25 ms 1 - 819 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® SA8255P 1260.25 ms 1 - 819 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® QCS8450 1414.361 ms 0 - 868 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1271.197 ms 0 - 77 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 388866.684 ms 913 - 1123 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 345054.249 ms 920 - 1202 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 689.293 ms 0 - 728 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® SA7255P 2553.225 ms 1 - 820 MB NPU
ResNet-3D TFLITE w8a8 Qualcomm® SA8295P 1341.683 ms 1 - 685 MB NPU
ResNet-3D TFLITE w8a8 Snapdragon® 8 Elite Mobile 689.293 ms 0 - 728 MB NPU
ResNet-3D TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 814.412 ms 1 - 929 MB NPU
ResNet-3D TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 345054.249 ms 920 - 1202 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