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ResNet101

Image Classification
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ResNet101: Optimized for Qualcomm Devices

ResNet101 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 ResNet101 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 ResNet101 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 ResNet101 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: 44.5M
  • Model size (float): 170 MB
  • Model size (w8a8): 43.9 MB

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
ResNet101 ONNX float Snapdragon® X2 Elite 1.625 ms 2 - 2 MB NPU
ResNet101 ONNX float Snapdragon® X Elite 3.069 ms 87 - 87 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 3 Mobile 2.265 ms 0 - 124 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 1 Mobile 5.413 ms 0 - 93 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.071 ms 0 - 98 MB NPU
ResNet101 ONNX float Qualcomm® QCS8450 5.413 ms 0 - 93 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-9075 5.035 ms 0 - 4 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-X7181 3.069 ms 87 - 87 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ Q-8750 1.877 ms 0 - 68 MB NPU
ResNet101 ONNX float Snapdragon® 8 Elite Mobile 1.877 ms 0 - 68 MB NPU
ResNet101 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 1.602 ms 0 - 68 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X2 Elite 0.566 ms 1 - 1 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X Elite 1.141 ms 43 - 43 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.969 ms 0 - 144 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.814 ms 0 - 146 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 6.002 ms 0 - 3 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.282 ms 0 - 51 MB NPU
ResNet101 ONNX w8a8 Qualcomm® QCS8450 1.814 ms 0 - 146 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.386 ms 0 - 3 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.141 ms 43 - 43 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.837 ms 6 - 88 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite Mobile 0.837 ms 6 - 88 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.815 ms 0 - 84 MB NPU
ResNet101 QNN_DLC float Snapdragon® X2 Elite 1.931 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® X Elite 3.54 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.423 ms 0 - 122 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 5.936 ms 0 - 90 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ QCS8275 18.344 ms 1 - 66 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.306 ms 1 - 239 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8775P 5.451 ms 1 - 67 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8650P 5.451 ms 1 - 67 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8255P 5.451 ms 1 - 67 MB NPU
ResNet101 QNN_DLC float Qualcomm® QCS8450 5.936 ms 0 - 90 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.132 ms 3 - 5 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 3.54 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.954 ms 1 - 67 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA7255P 18.344 ms 1 - 66 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8295P 5.63 ms 0 - 39 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite Mobile 1.954 ms 1 - 67 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.643 ms 1 - 69 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X2 Elite 0.643 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X Elite 1.257 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.963 ms 0 - 126 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.784 ms 0 - 127 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 6.11 ms 2 - 4 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8275 3.037 ms 0 - 75 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.281 ms 0 - 125 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8775P 1.514 ms 0 - 78 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8650P 1.514 ms 0 - 78 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8255P 1.514 ms 0 - 78 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® QCS8450 1.784 ms 0 - 127 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.392 ms 0 - 2 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.257 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 11.833 ms 0 - 198 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.804 ms 0 - 85 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.807 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA7255P 3.037 ms 0 - 75 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8295P 1.974 ms 0 - 72 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.807 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.742 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.804 ms 0 - 85 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 3 Mobile 2.391 ms 0 - 176 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 1 Mobile 5.914 ms 0 - 146 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ QCS8275 18.249 ms 0 - 107 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.308 ms 0 - 2 MB NPU
ResNet101 TFLITE float Qualcomm® SA8775P 5.42 ms 0 - 112 MB NPU
ResNet101 TFLITE float Qualcomm® SA8650P 5.42 ms 0 - 112 MB NPU
ResNet101 TFLITE float Qualcomm® SA8255P 5.42 ms 0 - 112 MB NPU
ResNet101 TFLITE float Qualcomm® QCS8450 5.914 ms 0 - 146 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.121 ms 0 - 88 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ Q-8750 1.924 ms 0 - 112 MB NPU
ResNet101 TFLITE float Qualcomm® SA7255P 18.249 ms 0 - 107 MB NPU
ResNet101 TFLITE float Qualcomm® SA8295P 5.554 ms 0 - 77 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite Mobile 1.924 ms 0 - 112 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.637 ms 0 - 113 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.861 ms 0 - 134 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.631 ms 0 - 137 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 5.336 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8275 2.756 ms 0 - 71 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.139 ms 0 - 3 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8775P 1.396 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8650P 1.396 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8255P 1.396 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® QCS8450 1.631 ms 0 - 137 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.326 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 11.282 ms 0 - 196 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.67 ms 0 - 78 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.742 ms 0 - 75 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA7255P 2.756 ms 0 - 71 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8295P 1.802 ms 0 - 68 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.742 ms 0 - 75 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.705 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.67 ms 0 - 78 MB NPU

License

  • The license for the original implementation of ResNet101 can be found here.

References

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Paper for qualcomm/ResNet101