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qualcomm/EfficientNet-B0

sourceHugging Facebsd-3-clauseupdated 10d agoView on Hugging Face

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Model Card

EfficientNet-B0: Optimized for Qualcomm Devices

EfficientNetB0 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 EfficientNet-B0 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	w8a16mixedint16	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	w8a16mixedint16	Universal	QAIRT 2.45	Download
TFLITE	float	Universal	QAIRT 2.45	Download

For more device-specific assets and performance metrics, visit [EfficientNet-B0 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/efficientnet_b0).

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 EfficientNet-B0 on GitHub for usage instructions.

Model Details

Model Type: Modelusecase.image_classification

Model Stats:

—Input resolution: 224x224
—Model checkpoint: Imagenet
—Model size (float): 20.1 MB
—Model size (w8a16): 6.99 MB
—Number of parameters: 5.27M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
EfficientNet-B0	ONNX	float	Snapdragon® X2 Elite	0.656 ms	2 - 2 MB	NPU
EfficientNet-B0	ONNX	float	Snapdragon® X Elite	1.315 ms	14 - 14 MB	NPU
EfficientNet-B0	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.904 ms	0 - 69 MB	NPU
EfficientNet-B0	ONNX	float	Snapdragon® 8 Gen 1 Mobile	2.88 ms	1 - 78 MB	NPU
EfficientNet-B0	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	1.605 ms	1 - 4 MB	NPU
EfficientNet-B0	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.259 ms	0 - 16 MB	NPU
EfficientNet-B0	ONNX	float	Qualcomm® QCS8450	2.88 ms	1 - 78 MB	NPU
EfficientNet-B0	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.628 ms	1 - 3 MB	NPU
EfficientNet-B0	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	1.315 ms	14 - 14 MB	NPU
EfficientNet-B0	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.697 ms	0 - 38 MB	NPU
EfficientNet-B0	ONNX	float	Snapdragon® 8 Elite Mobile	0.697 ms	0 - 38 MB	NPU
EfficientNet-B0	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.552 ms	0 - 43 MB	NPU
EfficientNet-B0	ONNX	w8a16	Snapdragon® X2 Elite	0.571 ms	1 - 1 MB	NPU
EfficientNet-B0	ONNX	w8a16	Snapdragon® X Elite	1.486 ms	6 - 6 MB	NPU
EfficientNet-B0	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	0.949 ms	0 - 82 MB	NPU
EfficientNet-B0	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	1.659 ms	0 - 83 MB	NPU
EfficientNet-B0	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	3.816 ms	0 - 3 MB	NPU
EfficientNet-B0	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	1.363 ms	0 - 4 MB	NPU
EfficientNet-B0	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.425 ms	0 - 102 MB	NPU
EfficientNet-B0	ONNX	w8a16	Qualcomm® QCS8450	1.659 ms	0 - 83 MB	NPU
EfficientNet-B0	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	1.576 ms	0 - 3 MB	NPU
EfficientNet-B0	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	1.486 ms	6 - 6 MB	NPU
EfficientNet-B0	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	5.691 ms	0 - 65 MB	NPU
EfficientNet-B0	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	1.444 ms	2 - 60 MB	NPU
EfficientNet-B0	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	0.668 ms	0 - 57 MB	NPU
EfficientNet-B0	ONNX	w8a16	Snapdragon® 8 Elite Mobile	0.668 ms	0 - 57 MB	NPU
EfficientNet-B0	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	0.555 ms	0 - 60 MB	NPU
EfficientNet-B0	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	1.444 ms	2 - 60 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Snapdragon® X2 Elite	0.584 ms	1 - 1 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Snapdragon® X Elite	1.491 ms	6 - 6 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Snapdragon® 8 Gen 3 Mobile	0.951 ms	0 - 84 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Qualcomm® Dragonwing™ IQ-8275	1.365 ms	0 - 4 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.432 ms	0 - 9 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Qualcomm® Dragonwing™ IQ-9075	1.574 ms	0 - 3 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Qualcomm® Dragonwing™ IQ-X7181	1.491 ms	6 - 6 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Qualcomm® Dragonwing™ Q-6690	5.892 ms	0 - 65 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Qualcomm® Dragonwing™ Q-7790	1.475 ms	0 - 59 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Qualcomm® Dragonwing™ Q-8750	0.68 ms	0 - 63 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Snapdragon® 8 Elite Mobile	0.68 ms	0 - 63 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Snapdragon® 8 Elite Gen 5 Mobile	0.553 ms	0 - 63 MB	NPU
EfficientNet-B0	ONNX	w8a16mixedint16	Snapdragon® 7 Gen 4 Mobile	1.475 ms	0 - 59 MB	NPU
EfficientNet-B0	QNN_DLC	float	Snapdragon® X2 Elite	0.844 ms	1 - 1 MB	NPU
EfficientNet-B0	QNN_DLC	float	Snapdragon® X Elite	1.753 ms	1 - 1 MB	NPU
EfficientNet-B0	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	1.075 ms	0 - 65 MB	NPU
EfficientNet-B0	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	3.614 ms	0 - 74 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.783 ms	1 - 4 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.562 ms	0 - 7 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® SA8775P	2.009 ms	1 - 40 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® SA8650P	2.009 ms	1 - 40 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® SA8255P	2.009 ms	1 - 40 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® QCS8450	3.614 ms	0 - 74 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.871 ms	1 - 3 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	1.753 ms	1 - 1 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.806 ms	1 - 36 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® SA7255P	4.947 ms	1 - 36 MB	NPU
EfficientNet-B0	QNN_DLC	float	Qualcomm® SA8295P	3.618 ms	0 - 43 MB	NPU
EfficientNet-B0	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.806 ms	1 - 36 MB	NPU
EfficientNet-B0	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.613 ms	1 - 42 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Snapdragon® X2 Elite	0.803 ms	0 - 0 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Snapdragon® X Elite	1.862 ms	0 - 0 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	1.132 ms	0 - 66 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	1.97 ms	0 - 68 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	5.057 ms	0 - 2 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	1.569 ms	0 - 3 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.672 ms	0 - 2 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® SA8775P	1.947 ms	0 - 52 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® SA8650P	1.947 ms	0 - 52 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® SA8255P	1.947 ms	0 - 52 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® QCS8450	1.97 ms	0 - 68 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	1.783 ms	0 - 2 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	1.862 ms	0 - 0 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	6.469 ms	0 - 164 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	1.708 ms	0 - 48 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	0.773 ms	0 - 46 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® SA7255P	3.281 ms	0 - 47 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Qualcomm® SA8295P	2.375 ms	0 - 46 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	0.773 ms	0 - 46 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	0.645 ms	0 - 47 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	1.708 ms	0 - 48 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Snapdragon® X2 Elite	0.816 ms	0 - 0 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Snapdragon® X Elite	1.9 ms	0 - 0 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Snapdragon® 8 Gen 3 Mobile	1.134 ms	0 - 66 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® Dragonwing™ IQ-8275	1.586 ms	0 - 3 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.675 ms	0 - 2 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® SA8775P	1.951 ms	0 - 51 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® SA8650P	1.951 ms	0 - 51 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® SA8255P	1.951 ms	0 - 51 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® Dragonwing™ IQ-9075	1.803 ms	0 - 2 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® Dragonwing™ IQ-X7181	1.9 ms	0 - 0 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® Dragonwing™ Q-6690	6.742 ms	0 - 169 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® Dragonwing™ Q-7790	1.718 ms	0 - 48 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® Dragonwing™ Q-8750	0.779 ms	0 - 47 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Qualcomm® SA7255P	3.3 ms	0 - 48 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Snapdragon® 8 Elite Mobile	0.779 ms	0 - 47 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Snapdragon® 8 Elite Gen 5 Mobile	0.634 ms	0 - 47 MB	NPU
EfficientNet-B0	QNN_DLC	w8a16mixedint16	Snapdragon® 7 Gen 4 Mobile	1.718 ms	0 - 48 MB	NPU
EfficientNet-B0	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	1.068 ms	0 - 65 MB	NPU
EfficientNet-B0	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	3.59 ms	0 - 80 MB	NPU
EfficientNet-B0	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.795 ms	0 - 17 MB	NPU
EfficientNet-B0	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.532 ms	0 - 2 MB	NPU
EfficientNet-B0	TFLITE	float	Qualcomm® SA8775P	2.025 ms	0 - 45 MB	NPU
EfficientNet-B0	TFLITE	float	Qualcomm® SA8650P	2.025 ms	0 - 45 MB	NPU
EfficientNet-B0	TFLITE	float	Qualcomm® SA8255P	2.025 ms	0 - 45 MB	NPU
EfficientNet-B0	TFLITE	float	Qualcomm® QCS8450	3.59 ms	0 - 80 MB	NPU
EfficientNet-B0	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.882 ms	0 - 16 MB	NPU
EfficientNet-B0	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.816 ms	0 - 46 MB	NPU
EfficientNet-B0	TFLITE	float	Qualcomm® SA7255P	4.922 ms	0 - 41 MB	NPU
EfficientNet-B0	TFLITE	float	Qualcomm® SA8295P	3.634 ms	0 - 48 MB	NPU
EfficientNet-B0	TFLITE	float	Snapdragon® 8 Elite Mobile	0.816 ms	0 - 46 MB	NPU
EfficientNet-B0	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.611 ms	0 - 41 MB	NPU

License

—The license for the original implementation of EfficientNet-B0 can be found here.

References

Community

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—For questions or feedback please reach out to us.