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ResNet18

Image Classification
PyTorch
backbone
bu_auto
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 2.50, ONNX Runtime 1.30.0 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.30.0 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 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:

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

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
ResNet18 ONNX float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.551 ms 0 - 27 MB NPU
ResNet18 ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.618 ms 0 - 31 MB NPU
ResNet18 ONNX float Snapdragon® X2 Elite 0.519 ms 2 - 2 MB NPU
ResNet18 ONNX float Snapdragon® X Elite 1.019 ms 23 - 23 MB NPU
ResNet18 ONNX float Snapdragon® 8 Gen 3 Mobile 0.752 ms 0 - 39 MB NPU
ResNet18 ONNX float Snapdragon® 8 Gen 1 Mobile 1.684 ms 1 - 41 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ IQ-8275 1.807 ms 1 - 5 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.064 ms 0 - 25 MB NPU
ResNet18 ONNX float Qualcomm® QCS8450 1.684 ms 1 - 41 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ IQ-9075 1.679 ms 1 - 4 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.019 ms 23 - 23 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ Q-8750 0.618 ms 0 - 31 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.347 ms 0 - 30 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.359 ms 0 - 33 MB NPU
ResNet18 ONNX w8a8 Snapdragon® X2 Elite 0.33 ms 1 - 1 MB NPU
ResNet18 ONNX w8a8 Snapdragon® X Elite 0.504 ms 11 - 11 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.416 ms 0 - 55 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.627 ms 0 - 59 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.663 ms 0 - 3 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.64 ms 0 - 4 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.552 ms 0 - 14 MB NPU
ResNet18 ONNX w8a8 Qualcomm® QCS8450 0.627 ms 0 - 59 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.67 ms 0 - 3 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.504 ms 11 - 11 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.903 ms 0 - 38 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.589 ms 0 - 39 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.359 ms 0 - 33 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.589 ms 0 - 39 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.579 ms 0 - 28 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.71 ms 1 - 27 MB NPU
ResNet18 QNN_DLC float Snapdragon® X2 Elite 0.709 ms 1 - 1 MB NPU
ResNet18 QNN_DLC float Snapdragon® X Elite 1.432 ms 1 - 1 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.928 ms 0 - 39 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 2.263 ms 0 - 42 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.87 ms 1 - 4 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.336 ms 1 - 2 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8775P 1.986 ms 1 - 31 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8650P 1.986 ms 1 - 31 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8255P 1.986 ms 1 - 31 MB NPU
ResNet18 QNN_DLC float Qualcomm® QCS8450 2.263 ms 0 - 42 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.848 ms 3 - 5 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.432 ms 1 - 1 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.71 ms 1 - 27 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8295P 2.135 ms 0 - 23 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.274 ms 0 - 28 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.303 ms 0 - 26 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® X2 Elite 0.302 ms 0 - 0 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® X Elite 0.609 ms 0 - 0 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.421 ms 0 - 51 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.598 ms 0 - 57 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.888 ms 0 - 2 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.64 ms 0 - 3 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.543 ms 0 - 6 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA8775P 0.72 ms 0 - 29 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA8650P 0.72 ms 0 - 29 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA8255P 0.72 ms 0 - 29 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® QCS8450 0.598 ms 0 - 57 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.63 ms 2 - 4 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.609 ms 0 - 0 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 3.264 ms 0 - 37 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.686 ms 0 - 36 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.303 ms 0 - 26 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA8295P 0.823 ms 0 - 26 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.686 ms 0 - 36 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.594 ms 0 - 31 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.725 ms 0 - 34 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Gen 3 Mobile 0.919 ms 0 - 60 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Gen 1 Mobile 2.217 ms 0 - 63 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.838 ms 0 - 26 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.316 ms 0 - 2 MB NPU
ResNet18 TFLITE float Qualcomm® SA8775P 10.854 ms 0 - 18 MB GPU
ResNet18 TFLITE float Qualcomm® SA8650P 10.854 ms 0 - 18 MB GPU
ResNet18 TFLITE float Qualcomm® SA8255P 10.854 ms 0 - 18 MB GPU
ResNet18 TFLITE float Qualcomm® QCS8450 2.217 ms 0 - 63 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.801 ms 0 - 26 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ Q-8750 0.725 ms 0 - 34 MB NPU
ResNet18 TFLITE float Qualcomm® SA7255P 5.866 ms 0 - 30 MB NPU
ResNet18 TFLITE float Qualcomm® SA8295P 2.151 ms 0 - 25 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.229 ms 0 - 27 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.253 ms 0 - 26 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.298 ms 0 - 51 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.452 ms 0 - 58 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.481 ms 0 - 14 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.449 ms 0 - 14 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.374 ms 0 - 11 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® QCS8450 0.452 ms 0 - 58 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.459 ms 0 - 14 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.785 ms 0 - 36 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.545 ms 0 - 35 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.253 ms 0 - 26 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA7255P 1.043 ms 0 - 28 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA8295P 0.637 ms 0 - 24 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.545 ms 0 - 35 MB NPU

License

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

References

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Paper for qualcomm/ResNet18