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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:

  • Input resolution: 224x224
  • Model checkpoint: Imagenet
  • Model size (float): 170 MB
  • Model size (w8a8): 43.9 MB
  • Number of parameters: 44.5M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
ResNet101 ONNX float Snapdragon® X2 Elite 1.629 ms 2 - 2 MB NPU
ResNet101 ONNX float Snapdragon® X Elite 3.062 ms 86 - 86 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 3 Mobile 2.253 ms 0 - 124 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 1 Mobile 5.384 ms 1 - 95 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-8275 5.587 ms 0 - 4 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.062 ms 0 - 126 MB NPU
ResNet101 ONNX float Qualcomm® QCS8450 5.384 ms 1 - 95 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-9075 5.044 ms 1 - 4 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-X7181 3.062 ms 86 - 86 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ Q-8750 1.877 ms 0 - 69 MB NPU
ResNet101 ONNX float Snapdragon® 8 Elite Mobile 1.877 ms 0 - 69 MB NPU
ResNet101 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 1.602 ms 0 - 70 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X2 Elite 0.57 ms 1 - 1 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X Elite 1.146 ms 44 - 44 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.964 ms 0 - 144 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.816 ms 0 - 145 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 5.916 ms 0 - 3 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.382 ms 0 - 4 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.283 ms 0 - 75 MB NPU
ResNet101 ONNX w8a8 Qualcomm® QCS8450 1.816 ms 0 - 145 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.385 ms 0 - 3 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.146 ms 44 - 44 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 11.736 ms 0 - 204 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.779 ms 0 - 92 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.836 ms 0 - 81 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite Mobile 0.836 ms 0 - 81 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.803 ms 0 - 81 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.779 ms 0 - 92 MB NPU
ResNet101 QNN_DLC float Snapdragon® X2 Elite 1.97 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® X Elite 3.561 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.402 ms 0 - 122 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 5.915 ms 0 - 91 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.62 ms 1 - 4 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 18.339 ms 1 - 65 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.319 ms 1 - 230 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8775P 5.437 ms 1 - 68 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8650P 5.437 ms 1 - 68 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8255P 5.437 ms 1 - 68 MB NPU
ResNet101 QNN_DLC float Qualcomm® QCS8450 5.915 ms 0 - 91 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.159 ms 3 - 5 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 3.561 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.98 ms 0 - 66 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA7255P 18.339 ms 1 - 65 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8295P 5.615 ms 1 - 41 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite Mobile 1.98 ms 0 - 66 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.645 ms 1 - 69 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X2 Elite 0.614 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X Elite 1.258 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.964 ms 0 - 125 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.78 ms 0 - 129 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 6.073 ms 2 - 4 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.352 ms 0 - 3 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 3.011 ms 0 - 74 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.279 ms 0 - 12 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8775P 1.588 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8650P 1.588 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8255P 1.588 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® QCS8450 1.78 ms 0 - 129 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.39 ms 0 - 2 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.258 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 11.829 ms 0 - 201 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.802 ms 0 - 85 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.848 ms 0 - 74 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA7255P 3.011 ms 0 - 74 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8295P 1.939 ms 0 - 72 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.848 ms 0 - 74 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.738 ms 0 - 79 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.802 ms 0 - 85 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 3 Mobile 2.4 ms 0 - 178 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 1 Mobile 5.909 ms 0 - 146 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.568 ms 0 - 89 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-8275 18.253 ms 0 - 108 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.3 ms 0 - 3 MB NPU
ResNet101 TFLITE float Qualcomm® SA8775P 5.449 ms 0 - 113 MB NPU
ResNet101 TFLITE float Qualcomm® SA8650P 5.449 ms 0 - 113 MB NPU
ResNet101 TFLITE float Qualcomm® SA8255P 5.449 ms 0 - 113 MB NPU
ResNet101 TFLITE float Qualcomm® QCS8450 5.909 ms 0 - 146 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.371 ms 0 - 88 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ Q-8750 1.924 ms 0 - 110 MB NPU
ResNet101 TFLITE float Qualcomm® SA7255P 18.253 ms 0 - 108 MB NPU
ResNet101 TFLITE float Qualcomm® SA8295P 5.545 ms 0 - 81 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite Mobile 1.924 ms 0 - 110 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.637 ms 0 - 112 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.903 ms 0 - 134 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.637 ms 0 - 136 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 5.626 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.24 ms 0 - 46 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 2.785 ms 0 - 71 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.14 ms 0 - 2 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 1.637 ms 0 - 136 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.263 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 12.362 ms 0 - 196 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.668 ms 0 - 78 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.74 ms 0 - 73 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA7255P 2.785 ms 0 - 71 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8295P 1.829 ms 0 - 68 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.74 ms 0 - 73 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 1.668 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