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qualcomm/
Shufflenet-v2

Name: Shufflenet-v2
Availability: InStock

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Shufflenet-v2: Optimized for Qualcomm Devices

ShufflenetV2 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 Shufflenet-v2 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	w8a16	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	w8a16	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 Shufflenet-v2 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 Shufflenet-v2 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): 5.24 MB
Model size (w8a8): 1.47 MB
Number of parameters: 1.37M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
Shufflenet-v2	ONNX	float	Snapdragon® X2 Elite	0.44 ms	2 - 2 MB	NPU
Shufflenet-v2	ONNX	float	Snapdragon® X Elite	0.838 ms	0 - 0 MB	NPU
Shufflenet-v2	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.517 ms	0 - 39 MB	NPU
Shufflenet-v2	ONNX	float	Snapdragon® 8 Gen 1 Mobile	0.961 ms	1 - 48 MB	NPU
Shufflenet-v2	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	0.836 ms	0 - 4 MB	NPU
Shufflenet-v2	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.82 ms	0 - 5 MB	NPU
Shufflenet-v2	ONNX	float	Qualcomm® QCS8450	0.961 ms	1 - 48 MB	NPU
Shufflenet-v2	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	0.985 ms	1 - 3 MB	NPU
Shufflenet-v2	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.838 ms	0 - 0 MB	NPU
Shufflenet-v2	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.445 ms	0 - 26 MB	NPU
Shufflenet-v2	ONNX	float	Snapdragon® 8 Elite Mobile	0.445 ms	0 - 26 MB	NPU
Shufflenet-v2	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.44 ms	0 - 29 MB	NPU
Shufflenet-v2	ONNX	w8a16	Snapdragon® X2 Elite	0.405 ms	1 - 1 MB	NPU
Shufflenet-v2	ONNX	w8a16	Snapdragon® X Elite	0.833 ms	0 - 0 MB	NPU
Shufflenet-v2	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	0.523 ms	0 - 41 MB	NPU
Shufflenet-v2	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	0.897 ms	0 - 46 MB	NPU
Shufflenet-v2	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	1.597 ms	0 - 3 MB	NPU
Shufflenet-v2	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	0.778 ms	0 - 4 MB	NPU
Shufflenet-v2	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.806 ms	0 - 5 MB	NPU
Shufflenet-v2	ONNX	w8a16	Qualcomm® QCS8450	0.897 ms	0 - 46 MB	NPU
Shufflenet-v2	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	0.92 ms	0 - 3 MB	NPU
Shufflenet-v2	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	0.833 ms	0 - 0 MB	NPU
Shufflenet-v2	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	1.983 ms	0 - 30 MB	NPU
Shufflenet-v2	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	0.791 ms	0 - 29 MB	NPU
Shufflenet-v2	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	0.413 ms	0 - 34 MB	NPU
Shufflenet-v2	ONNX	w8a16	Snapdragon® 8 Elite Mobile	0.413 ms	0 - 34 MB	NPU
Shufflenet-v2	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	0.392 ms	0 - 30 MB	NPU
Shufflenet-v2	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	0.791 ms	0 - 29 MB	NPU
Shufflenet-v2	ONNX	w8a8	Snapdragon® X2 Elite	0.329 ms	1 - 1 MB	NPU
Shufflenet-v2	ONNX	w8a8	Snapdragon® X Elite	0.58 ms	0 - 0 MB	NPU
Shufflenet-v2	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.406 ms	0 - 40 MB	NPU
Shufflenet-v2	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.642 ms	0 - 45 MB	NPU
Shufflenet-v2	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.016 ms	0 - 3 MB	NPU
Shufflenet-v2	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.609 ms	0 - 4 MB	NPU
Shufflenet-v2	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.577 ms	0 - 4 MB	NPU
Shufflenet-v2	ONNX	w8a8	Qualcomm® QCS8450	0.642 ms	0 - 45 MB	NPU
Shufflenet-v2	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.702 ms	0 - 3 MB	NPU
Shufflenet-v2	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.58 ms	0 - 0 MB	NPU
Shufflenet-v2	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	1.23 ms	0 - 30 MB	NPU
Shufflenet-v2	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.522 ms	0 - 29 MB	NPU
Shufflenet-v2	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.353 ms	0 - 30 MB	NPU
Shufflenet-v2	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.353 ms	0 - 30 MB	NPU
Shufflenet-v2	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.344 ms	0 - 30 MB	NPU
Shufflenet-v2	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.522 ms	0 - 29 MB	NPU
Shufflenet-v2	QNN_DLC	float	Snapdragon® X2 Elite	0.38 ms	1 - 1 MB	NPU
Shufflenet-v2	QNN_DLC	float	Snapdragon® X Elite	0.925 ms	1 - 1 MB	NPU
Shufflenet-v2	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.514 ms	0 - 38 MB	NPU
Shufflenet-v2	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.345 ms	0 - 44 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	0.779 ms	1 - 4 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.702 ms	1 - 26 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.788 ms	1 - 2 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® SA8775P	0.998 ms	0 - 28 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® SA8650P	0.998 ms	0 - 28 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® SA8255P	0.998 ms	0 - 28 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® QCS8450	1.345 ms	0 - 44 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	0.888 ms	1 - 3 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.925 ms	1 - 1 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.362 ms	0 - 26 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® SA7255P	1.702 ms	1 - 26 MB	NPU
Shufflenet-v2	QNN_DLC	float	Qualcomm® SA8295P	1.229 ms	0 - 24 MB	NPU
Shufflenet-v2	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.362 ms	0 - 26 MB	NPU
Shufflenet-v2	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.283 ms	1 - 27 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Snapdragon® X2 Elite	0.384 ms	0 - 0 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Snapdragon® X Elite	0.868 ms	0 - 0 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	0.506 ms	0 - 32 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	0.828 ms	0 - 39 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	2.214 ms	2 - 4 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	0.742 ms	0 - 3 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	1.522 ms	0 - 24 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.739 ms	0 - 2 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® SA8775P	0.923 ms	0 - 27 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® SA8650P	0.923 ms	0 - 27 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® SA8255P	0.923 ms	0 - 27 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® QCS8450	0.828 ms	0 - 39 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	0.823 ms	0 - 2 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	0.868 ms	0 - 0 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	2.216 ms	0 - 137 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	0.73 ms	0 - 23 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	0.339 ms	0 - 28 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® SA7255P	1.522 ms	0 - 24 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Qualcomm® SA8295P	1.142 ms	0 - 22 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	0.339 ms	0 - 28 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	0.283 ms	0 - 24 MB	NPU
Shufflenet-v2	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	0.73 ms	0 - 23 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.299 ms	0 - 0 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Snapdragon® X Elite	0.576 ms	0 - 0 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.338 ms	0 - 32 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.541 ms	0 - 38 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.23 ms	0 - 2 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.574 ms	0 - 3 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.066 ms	0 - 24 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.471 ms	0 - 2 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® SA8775P	0.64 ms	0 - 26 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® SA8650P	0.64 ms	0 - 26 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® SA8255P	0.64 ms	0 - 26 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® QCS8450	0.541 ms	0 - 38 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.546 ms	0 - 2 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.576 ms	0 - 0 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	1.343 ms	0 - 23 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.462 ms	0 - 23 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.261 ms	0 - 29 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® SA7255P	1.066 ms	0 - 24 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Qualcomm® SA8295P	0.848 ms	0 - 22 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.261 ms	0 - 29 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.216 ms	0 - 23 MB	NPU
Shufflenet-v2	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.462 ms	0 - 23 MB	NPU
Shufflenet-v2	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.502 ms	0 - 38 MB	NPU
Shufflenet-v2	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.359 ms	0 - 43 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	0.784 ms	0 - 6 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.738 ms	0 - 26 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.775 ms	0 - 2 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® SA8775P	1.04 ms	0 - 29 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® SA8650P	1.04 ms	0 - 29 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® SA8255P	1.04 ms	0 - 29 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® QCS8450	1.359 ms	0 - 43 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	0.956 ms	0 - 6 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.371 ms	0 - 27 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® SA7255P	1.738 ms	0 - 26 MB	NPU
Shufflenet-v2	TFLITE	float	Qualcomm® SA8295P	1.25 ms	0 - 23 MB	NPU
Shufflenet-v2	TFLITE	float	Snapdragon® 8 Elite Mobile	0.371 ms	0 - 27 MB	NPU
Shufflenet-v2	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.282 ms	0 - 27 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.317 ms	0 - 32 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.511 ms	0 - 38 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	0.912 ms	0 - 4 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.486 ms	0 - 4 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.035 ms	0 - 23 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.446 ms	0 - 2 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® SA8775P	0.649 ms	0 - 25 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® SA8650P	0.649 ms	0 - 25 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® SA8255P	0.649 ms	0 - 25 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® QCS8450	0.511 ms	0 - 38 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.556 ms	0 - 3 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	1.066 ms	0 - 23 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.442 ms	0 - 22 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.271 ms	0 - 24 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® SA7255P	1.035 ms	0 - 23 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Qualcomm® SA8295P	0.81 ms	0 - 21 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.271 ms	0 - 24 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.259 ms	0 - 23 MB	NPU
Shufflenet-v2	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.442 ms	0 - 22 MB	NPU

License

The license for the original implementation of Shufflenet-v2 can be found here.

References

Community

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qualcomm/Shufflenet-v2