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qualcomm/
ResNet101

Name: ResNet101
Rating: 2.5 (15 reviews)

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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

Community

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qualcomm/ResNet101