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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 1.27.1 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 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 0.549 ms 0 - 26 MB NPU
ResNet18 ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.619 ms 0 - 26 MB NPU
ResNet18 ONNX float Snapdragon® X2 Elite 0.519 ms 2 - 2 MB NPU
ResNet18 ONNX float Snapdragon® X Elite 1.017 ms 22 - 22 MB NPU
ResNet18 ONNX float Snapdragon® 8 Gen 3 Mobile 0.748 ms 0 - 40 MB NPU
ResNet18 ONNX float Snapdragon® 8 Gen 1 Mobile 1.674 ms 1 - 42 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ IQ-8275 1.801 ms 1 - 5 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.057 ms 0 - 25 MB NPU
ResNet18 ONNX float Qualcomm® QCS8450 1.674 ms 1 - 42 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ IQ-9075 1.677 ms 1 - 4 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.017 ms 22 - 22 MB NPU
ResNet18 ONNX float Qualcomm® Dragonwing™ Q-8750 0.619 ms 0 - 26 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.347 ms 0 - 29 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.359 ms 0 - 34 MB NPU
ResNet18 ONNX w8a8 Snapdragon® X2 Elite 0.265 ms 1 - 1 MB NPU
ResNet18 ONNX w8a8 Snapdragon® X Elite 0.498 ms 12 - 12 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.414 ms 0 - 55 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.624 ms 0 - 57 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.639 ms 0 - 3 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.645 ms 0 - 4 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.55 ms 0 - 14 MB NPU
ResNet18 ONNX w8a8 Qualcomm® QCS8450 0.624 ms 0 - 57 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.658 ms 0 - 3 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.498 ms 12 - 12 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.918 ms 0 - 38 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.588 ms 0 - 39 MB NPU
ResNet18 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.359 ms 0 - 34 MB NPU
ResNet18 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.588 ms 0 - 39 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.586 ms 1 - 29 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.709 ms 0 - 32 MB NPU
ResNet18 QNN_DLC float Snapdragon® X2 Elite 0.681 ms 1 - 1 MB NPU
ResNet18 QNN_DLC float Snapdragon® X Elite 1.436 ms 1 - 1 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.909 ms 0 - 39 MB NPU
ResNet18 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 2.262 ms 0 - 42 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.872 ms 1 - 4 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.335 ms 1 - 2 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8775P 1.963 ms 1 - 31 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8650P 1.963 ms 1 - 31 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8255P 1.963 ms 1 - 31 MB NPU
ResNet18 QNN_DLC float Qualcomm® QCS8450 2.262 ms 0 - 42 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.851 ms 1 - 3 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.436 ms 1 - 1 MB NPU
ResNet18 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.709 ms 0 - 32 MB NPU
ResNet18 QNN_DLC float Qualcomm® SA8295P 2.133 ms 0 - 23 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.271 ms 0 - 28 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.302 ms 0 - 27 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® X2 Elite 0.305 ms 0 - 0 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® X Elite 0.608 ms 0 - 0 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.423 ms 0 - 51 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.597 ms 0 - 58 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.878 ms 0 - 2 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.614 ms 0 - 3 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.549 ms 0 - 2 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® QCS8450 0.597 ms 0 - 58 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.635 ms 0 - 2 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.608 ms 0 - 0 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 3.266 ms 0 - 36 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.687 ms 0 - 36 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.302 ms 0 - 27 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA7255P 1.329 ms 0 - 29 MB NPU
ResNet18 QNN_DLC w8a8 Qualcomm® SA8295P 0.81 ms 0 - 25 MB NPU
ResNet18 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.687 ms 0 - 36 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.591 ms 0 - 30 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.71 ms 0 - 36 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Gen 3 Mobile 0.92 ms 0 - 60 MB NPU
ResNet18 TFLITE float Snapdragon® 8 Gen 1 Mobile 2.227 ms 0 - 65 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.842 ms 0 - 26 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.316 ms 0 - 103 MB NPU
ResNet18 TFLITE float Qualcomm® SA8775P 1.934 ms 0 - 33 MB NPU
ResNet18 TFLITE float Qualcomm® SA8650P 1.934 ms 0 - 33 MB NPU
ResNet18 TFLITE float Qualcomm® SA8255P 1.934 ms 0 - 33 MB NPU
ResNet18 TFLITE float Qualcomm® QCS8450 2.227 ms 0 - 65 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.792 ms 0 - 26 MB NPU
ResNet18 TFLITE float Qualcomm® Dragonwing™ Q-8750 0.71 ms 0 - 36 MB NPU
ResNet18 TFLITE float Qualcomm® SA7255P 5.936 ms 0 - 31 MB NPU
ResNet18 TFLITE float Qualcomm® SA8295P 2.151 ms 0 - 26 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.233 ms 0 - 27 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.254 ms 0 - 26 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.294 ms 0 - 51 MB NPU
ResNet18 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.448 ms 0 - 58 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 1.404 ms 0 - 14 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.45 ms 0 - 14 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.379 ms 0 - 7 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA8775P 0.555 ms 0 - 29 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA8650P 0.555 ms 0 - 29 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA8255P 0.555 ms 0 - 29 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® QCS8450 0.448 ms 0 - 58 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.458 ms 0 - 14 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.789 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 0.254 ms 0 - 26 MB NPU
ResNet18 TFLITE w8a8 Qualcomm® SA8295P 0.642 ms 0 - 25 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