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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 1.63 ms 2 - 2 MB NPU
ResNet101 ONNX float Snapdragon® X Elite 3.067 ms 86 - 86 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 3 Mobile 2.277 ms 0 - 126 MB NPU
ResNet101 ONNX float Snapdragon® 8 Gen 1 Mobile 5.407 ms 1 - 95 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-8275 5.585 ms 0 - 4 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.08 ms 0 - 359 MB NPU
ResNet101 ONNX float Qualcomm® QCS8450 5.407 ms 1 - 95 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-9075 5.04 ms 0 - 4 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ IQ-X7181 3.067 ms 86 - 86 MB NPU
ResNet101 ONNX float Qualcomm® Dragonwing™ Q-8750 1.901 ms 0 - 70 MB NPU
ResNet101 ONNX float Snapdragon® 8 Elite Mobile 1.901 ms 0 - 70 MB NPU
ResNet101 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 1.601 ms 0 - 69 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X2 Elite 0.562 ms 1 - 1 MB NPU
ResNet101 ONNX w8a8 Snapdragon® X Elite 1.145 ms 44 - 44 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.974 ms 0 - 144 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 1.807 ms 0 - 145 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 5.785 ms 0 - 3 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 1.388 ms 0 - 4 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.275 ms 0 - 252 MB NPU
ResNet101 ONNX w8a8 Qualcomm® QCS8450 1.807 ms 0 - 145 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 1.391 ms 0 - 3 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.145 ms 44 - 44 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 11.735 ms 0 - 204 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 1.765 ms 0 - 91 MB NPU
ResNet101 ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.832 ms 0 - 81 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite Mobile 0.832 ms 0 - 81 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.814 ms 0 - 83 MB NPU
ResNet101 ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 1.765 ms 0 - 91 MB NPU
ResNet101 QNN_DLC float Snapdragon® X2 Elite 1.952 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® X Elite 3.531 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 2.41 ms 0 - 119 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 5.93 ms 1 - 92 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 5.615 ms 1 - 4 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 18.339 ms 1 - 66 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.331 ms 1 - 238 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8775P 5.424 ms 1 - 67 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8650P 5.424 ms 1 - 67 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8255P 5.424 ms 1 - 67 MB NPU
ResNet101 QNN_DLC float Qualcomm® QCS8450 5.93 ms 1 - 92 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 5.156 ms 1 - 3 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 3.531 ms 1 - 1 MB NPU
ResNet101 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 1.961 ms 1 - 67 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA7255P 18.339 ms 1 - 66 MB NPU
ResNet101 QNN_DLC float Qualcomm® SA8295P 5.63 ms 0 - 40 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite Mobile 1.961 ms 1 - 67 MB NPU
ResNet101 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 1.648 ms 1 - 69 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X2 Elite 0.664 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® X Elite 1.273 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.967 ms 0 - 126 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 1.772 ms 0 - 127 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 5.993 ms 0 - 2 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 1.35 ms 0 - 3 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 3.016 ms 0 - 75 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.276 ms 0 - 2 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8775P 1.511 ms 0 - 78 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8650P 1.511 ms 0 - 78 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8255P 1.511 ms 0 - 78 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® QCS8450 1.772 ms 0 - 127 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 1.438 ms 2 - 4 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 1.273 ms 0 - 0 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 11.841 ms 0 - 201 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 1.803 ms 0 - 85 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.786 ms 0 - 74 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA7255P 3.016 ms 0 - 75 MB NPU
ResNet101 QNN_DLC w8a8 Qualcomm® SA8295P 1.969 ms 0 - 72 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite Mobile 0.786 ms 0 - 74 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.744 ms 0 - 79 MB NPU
ResNet101 QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 1.803 ms 0 - 85 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 3 Mobile 2.382 ms 0 - 176 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Gen 1 Mobile 5.915 ms 0 - 144 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-8275 5.565 ms 0 - 89 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-8275 18.255 ms 0 - 109 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 3.315 ms 0 - 294 MB NPU
ResNet101 TFLITE float Qualcomm® SA8775P 5.414 ms 0 - 111 MB NPU
ResNet101 TFLITE float Qualcomm® SA8650P 5.414 ms 0 - 111 MB NPU
ResNet101 TFLITE float Qualcomm® SA8255P 5.414 ms 0 - 111 MB NPU
ResNet101 TFLITE float Qualcomm® QCS8450 5.915 ms 0 - 144 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ IQ-9075 5.499 ms 0 - 88 MB NPU
ResNet101 TFLITE float Qualcomm® Dragonwing™ Q-8750 1.921 ms 0 - 109 MB NPU
ResNet101 TFLITE float Qualcomm® SA7255P 18.255 ms 0 - 109 MB NPU
ResNet101 TFLITE float Qualcomm® SA8295P 5.571 ms 0 - 77 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite Mobile 1.921 ms 0 - 109 MB NPU
ResNet101 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 1.636 ms 0 - 113 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.867 ms 0 - 135 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 1.655 ms 0 - 135 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 5.575 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 1.242 ms 0 - 46 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 2.759 ms 0 - 70 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.127 ms 0 - 3 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8775P 1.399 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8650P 1.399 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8255P 1.399 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® QCS8450 1.655 ms 0 - 135 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 1.298 ms 0 - 45 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 11.69 ms 0 - 191 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 1.669 ms 0 - 78 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.741 ms 0 - 70 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA7255P 2.759 ms 0 - 70 MB NPU
ResNet101 TFLITE w8a8 Qualcomm® SA8295P 1.807 ms 0 - 74 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Elite Mobile 0.741 ms 0 - 70 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 8 Elite Gen 5 Mobile 0.705 ms 0 - 73 MB NPU
ResNet101 TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 1.669 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