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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 1.634 ms 2 - 2 MB NPU
ResNet101 ONNX float Snapdragon® X Elite 3.072 ms 86 - 86 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 3 Mobile 2.263 ms 0 - 124 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 1 Mobile 5.411 ms 1 - 95 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-8275 5.596 ms 0 - 4 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.073 ms 0 - 199 MB NPU
ResNet101 ONNX float Qualcomm® QCS8450 5.411 ms 1 - 95 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-9075 5.038 ms 1 - 4 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-X7181 3.072 ms 86 - 86 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 1.6 ms 0 - 67 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X2 Elite 0.561 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 0.971 ms 0 - 145 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.816 ms 0 - 145 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 6.095 ms 0 - 3 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.391 ms 0 - 4 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.282 ms 0 - 50 MB NPU
ResNet101 ONNX w8a8 Qualcomm® QCS8450 1.816 ms 0 - 145 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.392 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 11.795 ms 1 - 205 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.773 ms 0 - 91 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.834 ms 0 - 80 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite Mobile 0.834 ms 0 - 80 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.814 ms 0 - 82 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.773 ms 0 - 91 MB NPU
ResNet101 QNN_DLC float Snapdragon® X2 Elite 2.098 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® X Elite 3.558 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.438 ms 0 - 122 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 5.939 ms 0 - 89 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.611 ms 1 - 4 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.335 ms 1 - 19 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8775P 5.432 ms 1 - 68 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8650P 5.432 ms 1 - 68 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8255P 5.432 ms 1 - 68 MB NPU
ResNet101 QNN_DLC float Qualcomm® QCS8450 5.939 ms 0 - 89 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.152 ms 3 - 5 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 3.558 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.955 ms 0 - 66 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA7255P 18.335 ms 1 - 65 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8295P 5.633 ms 0 - 39 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite Mobile 1.955 ms 0 - 66 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.639 ms 1 - 67 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X2 Elite 0.654 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X Elite 1.278 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.982 ms 0 - 125 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.788 ms 0 - 128 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 5.916 ms 2 - 4 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.351 ms 0 - 3 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.284 ms 0 - 6 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8775P 1.516 ms 0 - 78 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8650P 1.516 ms 0 - 78 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8255P 1.516 ms 0 - 78 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® QCS8450 1.788 ms 0 - 128 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.394 ms 2 - 4 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.278 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 11.835 ms 0 - 198 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.798 ms 0 - 85 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.809 ms 0 - 77 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA7255P 3.01 ms 0 - 76 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8295P 1.965 ms 0 - 72 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.809 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 1.798 ms 0 - 85 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 3 Mobile 2.385 ms 0 - 177 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 1 Mobile 5.916 ms 0 - 146 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.562 ms 0 - 89 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.321 ms 0 - 3 MB NPU
ResNet101 TFLITE float Qualcomm® SA8775P 5.431 ms 0 - 113 MB NPU
ResNet101 TFLITE float Qualcomm® SA8650P 5.431 ms 0 - 113 MB NPU
ResNet101 TFLITE float Qualcomm® SA8255P 5.431 ms 0 - 113 MB NPU
ResNet101 TFLITE float Qualcomm® QCS8450 5.916 ms 0 - 146 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.14 ms 0 - 88 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ Q-8750 1.922 ms 0 - 111 MB NPU
ResNet101 TFLITE float Qualcomm® SA7255P 18.242 ms 0 - 107 MB NPU
ResNet101 TFLITE float Qualcomm® SA8295P 5.559 ms 0 - 81 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite Mobile 1.922 ms 0 - 111 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.642 ms 0 - 114 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.863 ms 0 - 136 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.639 ms 0 - 136 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 5.551 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.239 ms 0 - 46 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.13 ms 0 - 3 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8775P 1.404 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8650P 1.404 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8255P 1.404 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® QCS8450 1.639 ms 0 - 136 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.262 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 11.278 ms 0 - 196 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.689 ms 0 - 82 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.74 ms 0 - 71 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA7255P 2.743 ms 0 - 71 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8295P 1.812 ms 0 - 68 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.74 ms 0 - 71 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.699 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.689 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