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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 2.50, 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 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® 8 Elite Gen 5 For Galaxy Mobile 1.63 ms 0 - 70 MB NPU
ResNet101 ONNX float Snapdragon® 8 Elite For Galaxy Mobile 1.866 ms 0 - 71 MB NPU
ResNet101 ONNX float Snapdragon® X2 Elite 1.605 ms 2 - 2 MB NPU
ResNet101 ONNX float Snapdragon® X Elite 3.023 ms 86 - 86 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 3 Mobile 2.238 ms 0 - 127 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 1 Mobile 4.558 ms 1 - 99 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-8275 5.569 ms 0 - 5 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.051 ms 0 - 98 MB NPU
ResNet101 ONNX float Qualcomm® QCS8450 4.558 ms 1 - 99 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-9075 4.988 ms 0 - 4 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-X7181 3.023 ms 86 - 86 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ Q-8750 1.866 ms 0 - 71 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.811 ms 0 - 86 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.849 ms 0 - 85 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X2 Elite 0.563 ms 1 - 1 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X Elite 1.144 ms 43 - 43 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.973 ms 0 - 147 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.495 ms 0 - 150 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 3.994 ms 0 - 3 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.378 ms 0 - 4 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.277 ms 0 - 2 MB NPU
ResNet101 ONNX w8a8 Qualcomm® QCS8450 1.495 ms 0 - 150 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.402 ms 0 - 4 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.144 ms 43 - 43 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 11.487 ms 0 - 200 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.718 ms 0 - 93 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.849 ms 0 - 85 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.718 ms 0 - 93 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.67 ms 1 - 70 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 1.967 ms 0 - 67 MB NPU
ResNet101 QNN_DLC float Snapdragon® X2 Elite 1.979 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® X Elite 3.554 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.398 ms 0 - 125 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 5.145 ms 0 - 95 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.582 ms 1 - 4 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.31 ms 1 - 136 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8775P 5.342 ms 1 - 69 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8650P 5.342 ms 1 - 69 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8255P 5.342 ms 1 - 69 MB NPU
ResNet101 QNN_DLC float Qualcomm® QCS8450 5.145 ms 0 - 95 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.128 ms 3 - 5 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 3.554 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.967 ms 0 - 67 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8295P 5.493 ms 1 - 45 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.731 ms 0 - 80 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.779 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X2 Elite 0.637 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X Elite 1.266 ms 1 - 1 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.97 ms 0 - 133 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.489 ms 0 - 133 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 4.362 ms 0 - 2 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.345 ms 0 - 3 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.279 ms 0 - 2 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8775P 1.511 ms 0 - 82 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8650P 1.511 ms 0 - 82 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8255P 1.511 ms 0 - 82 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® QCS8450 1.489 ms 0 - 133 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.384 ms 2 - 4 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.266 ms 1 - 1 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 11.868 ms 0 - 198 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.812 ms 0 - 88 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.779 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8295P 1.802 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.812 ms 0 - 88 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.664 ms 0 - 118 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.933 ms 0 - 115 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 3 Mobile 2.402 ms 0 - 181 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 1 Mobile 5.138 ms 0 - 153 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.55 ms 0 - 90 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.287 ms 0 - 2 MB NPU
ResNet101 TFLITE float Qualcomm® QCS8450 5.138 ms 0 - 153 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.074 ms 0 - 89 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ Q-8750 1.933 ms 0 - 115 MB NPU
ResNet101 TFLITE float Qualcomm® SA7255P 91.579 ms 0 - 20 MB GPU
ResNet101 TFLITE float Qualcomm® SA8295P 5.463 ms 0 - 88 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.702 ms 0 - 75 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.733 ms 0 - 72 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.88 ms 0 - 133 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.36 ms 0 - 134 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 3.817 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.249 ms 0 - 46 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.131 ms 0 - 3 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8775P 1.393 ms 0 - 77 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8650P 1.393 ms 0 - 77 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8255P 1.393 ms 0 - 77 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® QCS8450 1.36 ms 0 - 134 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.259 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 11.206 ms 0 - 193 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.655 ms 0 - 82 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.733 ms 0 - 72 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA7255P 92.602 ms 1 - 24 MB GPU
ResNet101 TFLITE w8a8 Qualcomm® SA8295P 1.664 ms 0 - 72 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.655 ms 0 - 82 MB NPU

License

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

References

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Paper for qualcomm/ResNet101