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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 1.27.1 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 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 1.634 ms 1 - 73 MB NPU
ResNet101 ONNX float Snapdragon® 8 Elite For Galaxy Mobile 1.866 ms 0 - 73 MB NPU
ResNet101 ONNX float Snapdragon® X2 Elite 1.611 ms 2 - 2 MB NPU
ResNet101 ONNX float Snapdragon® X Elite 3.05 ms 86 - 86 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 3 Mobile 2.239 ms 0 - 128 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 1 Mobile 4.549 ms 0 - 98 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-8275 5.558 ms 0 - 5 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.081 ms 0 - 14 MB NPU
ResNet101 ONNX float Qualcomm® QCS8450 4.549 ms 0 - 98 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-9075 4.99 ms 1 - 4 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-X7181 3.05 ms 86 - 86 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ Q-8750 1.866 ms 0 - 73 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.813 ms 0 - 85 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.833 ms 0 - 85 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X2 Elite 0.567 ms 1 - 1 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X Elite 1.141 ms 44 - 44 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.969 ms 0 - 146 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.5 ms 0 - 150 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 4.032 ms 0 - 3 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.385 ms 0 - 4 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.273 ms 0 - 3 MB NPU
ResNet101 ONNX w8a8 Qualcomm® QCS8450 1.5 ms 0 - 150 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.379 ms 0 - 4 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.141 ms 44 - 44 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 11.431 ms 0 - 204 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.72 ms 0 - 94 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.833 ms 0 - 85 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.72 ms 0 - 94 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.67 ms 1 - 69 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 1.943 ms 1 - 68 MB NPU
ResNet101 QNN_DLC float Snapdragon® X2 Elite 1.936 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® X Elite 3.527 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.401 ms 0 - 124 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 5.132 ms 1 - 94 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.592 ms 1 - 4 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.314 ms 1 - 2 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8775P 5.314 ms 1 - 69 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8650P 5.314 ms 1 - 69 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8255P 5.314 ms 1 - 69 MB NPU
ResNet101 QNN_DLC float Qualcomm® QCS8450 5.132 ms 1 - 94 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.13 ms 1 - 3 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 3.527 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.943 ms 1 - 68 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8295P 5.468 ms 1 - 40 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.739 ms 0 - 80 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.78 ms 0 - 82 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X2 Elite 0.629 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X Elite 1.268 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.971 ms 0 - 127 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.501 ms 0 - 132 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 4.222 ms 2 - 4 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.353 ms 0 - 3 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.275 ms 0 - 2 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8775P 1.513 ms 0 - 81 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8650P 1.513 ms 0 - 81 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8255P 1.513 ms 0 - 81 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® QCS8450 1.501 ms 0 - 132 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.383 ms 2 - 4 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.268 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 11.854 ms 0 - 197 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.818 ms 0 - 88 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.78 ms 0 - 82 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA7255P 3.003 ms 0 - 79 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8295P 1.801 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.818 ms 0 - 88 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 1.661 ms 0 - 118 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 1.953 ms 0 - 113 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 3 Mobile 2.387 ms 0 - 183 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 1 Mobile 5.14 ms 0 - 153 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.553 ms 0 - 90 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.288 ms 0 - 2 MB NPU
ResNet101 TFLITE float Qualcomm® SA8775P 5.284 ms 0 - 112 MB NPU
ResNet101 TFLITE float Qualcomm® SA8650P 5.284 ms 0 - 112 MB NPU
ResNet101 TFLITE float Qualcomm® SA8255P 5.284 ms 0 - 112 MB NPU
ResNet101 TFLITE float Qualcomm® QCS8450 5.14 ms 0 - 153 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.076 ms 0 - 89 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ Q-8750 1.953 ms 0 - 113 MB NPU
ResNet101 TFLITE float Qualcomm® SA8295P 5.454 ms 0 - 88 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.707 ms 0 - 79 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 0.851 ms 0 - 133 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.353 ms 0 - 140 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 3.905 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.229 ms 0 - 46 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.13 ms 0 - 2 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8775P 1.365 ms 0 - 78 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8650P 1.365 ms 0 - 78 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8255P 1.365 ms 0 - 78 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® QCS8450 1.353 ms 0 - 140 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.252 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 11.196 ms 0 - 193 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.663 ms 0 - 81 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.733 ms 0 - 72 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8295P 1.663 ms 0 - 73 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.663 ms 0 - 81 MB NPU

License

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

References

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Paper for qualcomm/ResNet101