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ResNet18

Image Classification
PyTorch
backbone
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android
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ResNet18: Optimized for Qualcomm Devices

ResNet18 is a machine learning model that can classify images from the Imagenet dataset. It can also be used as a backbone in building more complex models for specific use cases.

This is based on the implementation of ResNet18 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 1.25.0 Download
ONNX w8a8 Universal QAIRT 2.45, ONNX Runtime 1.25.0 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 ResNet18 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 ResNet18 on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.image_classification

Model Stats:

  • Model checkpoint: Imagenet
  • Input resolution: 224x224
  • Number of parameters: 11.7M
  • Model size (float): 44.6 MB
  • Model size (w8a8): 11.3 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
ResNet18 ONNX float Snapdragon® X2 Elite 0.513 ms 2 - 2 MB NPU
ResNet18 ONNX float Snapdragon® X Elite 1.019 ms 22 - 22 MB NPU
ResNet18 ONNX float Snapdragon® 8 Gen 3 Mobile 0.775 ms 0 - 38 MB NPU
ResNet18 ONNX float Snapdragon® 8 Gen 1 Mobile 1.839 ms 1 - 39 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.051 ms 0 - 142 MB NPU
ResNet18 ONNX float Qualcomm® QCS8450 1.839 ms 1 - 39 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ IQ-9075 1.696 ms 1 - 3 MB NPU
ResNet18 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.557 ms 0 - 28 MB NPU
ResNet18 ONNX float Snapdragon® 8 Elite Mobile 0.616 ms 0 - 24 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ Q-8750 0.616 ms 0 - 24 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.019 ms 22 - 22 MB NPU
ResNet18 ONNX w8a8 Snapdragon® X2 Elite 0.308 ms 1 - 1 MB NPU
ResNet18 ONNX w8a8 Snapdragon® X Elite 0.497 ms 11 - 11 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.414 ms 0 - 54 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.75 ms 0 - 54 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.91 ms 0 - 3 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.546 ms 0 - 102 MB NPU
ResNet18 ONNX w8a8 Qualcomm® QCS8450 0.75 ms 0 - 54 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Elite Mobile 0.359 ms 0 - 24 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.646 ms 0 - 33 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.342 ms 0 - 25 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.655 ms 0 - 3 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 3.114 ms 0 - 36 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.646 ms 0 - 33 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.359 ms 0 - 24 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.497 ms 11 - 11 MB NPU
ResNet18 QNN_DLC float Snapdragon® X2 Elite 0.661 ms 1 - 1 MB NPU
ResNet18 QNN_DLC float Snapdragon® X Elite 1.443 ms 1 - 1 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.91 ms 0 - 34 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 2.433 ms 0 - 37 MB NPU
ResNet18 QNN_DLC float Qualcomm® QCS8275 5.839 ms 1 - 24 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.322 ms 1 - 40 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8775P 1.932 ms 1 - 25 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8650P 1.932 ms 1 - 25 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8255P 1.932 ms 1 - 25 MB NPU
ResNet18 QNN_DLC float Qualcomm® QCS8450 2.433 ms 0 - 37 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.816 ms 1 - 3 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.599 ms 1 - 25 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA7255P 5.839 ms 1 - 24 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Elite Mobile 0.707 ms 1 - 24 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8295P 2.32 ms 1 - 20 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.707 ms 1 - 24 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.443 ms 1 - 1 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® X2 Elite 0.304 ms 0 - 0 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® X Elite 0.616 ms 0 - 0 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.41 ms 0 - 47 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.741 ms 0 - 53 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 2.035 ms 2 - 4 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® QCS8275 1.327 ms 0 - 24 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.543 ms 0 - 3 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA8775P 0.722 ms 0 - 26 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA8650P 0.722 ms 0 - 26 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA8255P 0.722 ms 0 - 26 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® QCS8450 0.741 ms 0 - 53 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.308 ms 0 - 22 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.677 ms 0 - 32 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.276 ms 0 - 24 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.615 ms 2 - 4 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 3.228 ms 0 - 33 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA7255P 1.327 ms 0 - 24 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA8295P 0.962 ms 0 - 22 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.677 ms 0 - 32 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.308 ms 0 - 22 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.616 ms 0 - 0 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Gen 3 Mobile 0.919 ms 0 - 59 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Gen 1 Mobile 2.457 ms 0 - 60 MB NPU
ResNet18 TFLITE float Qualcomm® QCS8275 5.829 ms 0 - 26 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.319 ms 0 - 3 MB NPU
ResNet18 TFLITE float Qualcomm® SA8775P 1.918 ms 0 - 29 MB NPU
ResNet18 TFLITE float Qualcomm® SA8650P 1.918 ms 0 - 29 MB NPU
ResNet18 TFLITE float Qualcomm® SA8255P 1.918 ms 0 - 29 MB NPU
ResNet18 TFLITE float Qualcomm® QCS8450 2.457 ms 0 - 60 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.79 ms 0 - 25 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.591 ms 0 - 27 MB NPU
ResNet18 TFLITE float Qualcomm® SA7255P 5.829 ms 0 - 26 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Elite Mobile 0.704 ms 0 - 25 MB NPU
ResNet18 TFLITE float Qualcomm® SA8295P 2.279 ms 0 - 21 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ Q-8750 0.704 ms 0 - 25 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.294 ms 0 - 47 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.603 ms 0 - 51 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.738 ms 0 - 13 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® QCS8275 1.031 ms 0 - 23 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.386 ms 0 - 1 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA8775P 0.558 ms 0 - 25 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA8650P 0.558 ms 0 - 25 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA8255P 0.558 ms 0 - 25 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® QCS8450 0.603 ms 0 - 51 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.245 ms 0 - 22 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.546 ms 0 - 31 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.221 ms 0 - 24 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.468 ms 0 - 13 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.797 ms 0 - 31 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA7255P 1.031 ms 0 - 23 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA8295P 0.777 ms 0 - 21 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.546 ms 0 - 31 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.245 ms 0 - 22 MB NPU

License

  • The license for the original implementation of ResNet18 can be found here.

References

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Paper for qualcomm/ResNet18