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qualcomm/
EfficientFormer

Name: EfficientFormer
Rating: 2.5 (13 reviews)

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EfficientFormer: Optimized for Qualcomm Devices

EfficientFormer is a vision transformer model that can classify images from the Imagenet dataset.

This is based on the implementation of EfficientFormer 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
QNN_DLC	float	Universal	QAIRT 2.45	Download
QNN_DLC	w8a16	Universal	QAIRT 2.45	Download
TFLITE	float	Universal	QAIRT 2.45	Download

For more device-specific assets and performance metrics, visit EfficientFormer 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 EfficientFormer on GitHub for usage instructions.

Model Details

Model Type: Model_use_case.image_classification

Model Stats:

Input resolution: 224x224
Model checkpoint: efficientformer_l1_300d
Model size (float): 46.9 MB
Model size (w8a16): 12.2 MB
Number of parameters: 12.3M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
EfficientFormer	ONNX	float	Snapdragon® X2 Elite	0.563 ms	2 - 2 MB	NPU
EfficientFormer	ONNX	float	Snapdragon® X Elite	1.199 ms	25 - 25 MB	NPU
EfficientFormer	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.83 ms	0 - 77 MB	NPU
EfficientFormer	ONNX	float	Snapdragon® 8 Gen 1 Mobile	4.974 ms	1 - 80 MB	NPU
EfficientFormer	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	1.591 ms	1 - 4 MB	NPU
EfficientFormer	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.155 ms	0 - 29 MB	NPU
EfficientFormer	ONNX	float	Qualcomm® QCS8450	4.974 ms	1 - 80 MB	NPU
EfficientFormer	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.598 ms	1 - 3 MB	NPU
EfficientFormer	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	1.199 ms	25 - 25 MB	NPU
EfficientFormer	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.647 ms	0 - 41 MB	NPU
EfficientFormer	ONNX	float	Snapdragon® 8 Elite Mobile	0.647 ms	0 - 41 MB	NPU
EfficientFormer	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.57 ms	0 - 45 MB	NPU
EfficientFormer	ONNX	w8a16	Snapdragon® X2 Elite	0.58 ms	1 - 1 MB	NPU
EfficientFormer	ONNX	w8a16	Snapdragon® X Elite	1.263 ms	12 - 12 MB	NPU
EfficientFormer	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	0.825 ms	0 - 84 MB	NPU
EfficientFormer	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	1.622 ms	0 - 86 MB	NPU
EfficientFormer	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	3.073 ms	0 - 3 MB	NPU
EfficientFormer	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	1.241 ms	0 - 4 MB	NPU
EfficientFormer	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.212 ms	0 - 16 MB	NPU
EfficientFormer	ONNX	w8a16	Qualcomm® QCS8450	1.622 ms	0 - 86 MB	NPU
EfficientFormer	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	1.545 ms	0 - 3 MB	NPU
EfficientFormer	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	1.263 ms	12 - 12 MB	NPU
EfficientFormer	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	5.92 ms	0 - 67 MB	NPU
EfficientFormer	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	1.345 ms	0 - 65 MB	NPU
EfficientFormer	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	0.571 ms	0 - 59 MB	NPU
EfficientFormer	ONNX	w8a16	Snapdragon® 8 Elite Mobile	0.571 ms	0 - 59 MB	NPU
EfficientFormer	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	0.477 ms	0 - 65 MB	NPU
EfficientFormer	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	1.345 ms	0 - 65 MB	NPU
EfficientFormer	QNN_DLC	float	Snapdragon® X2 Elite	0.856 ms	1 - 1 MB	NPU
EfficientFormer	QNN_DLC	float	Snapdragon® X Elite	1.692 ms	1 - 1 MB	NPU
EfficientFormer	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	1.042 ms	0 - 77 MB	NPU
EfficientFormer	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	5.581 ms	1 - 78 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.837 ms	1 - 4 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	4.909 ms	1 - 40 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.465 ms	1 - 3 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® SA8775P	2.063 ms	1 - 43 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® SA8650P	2.063 ms	1 - 43 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® SA8255P	2.063 ms	1 - 43 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® QCS8450	5.581 ms	1 - 78 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.884 ms	1 - 3 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	1.692 ms	1 - 1 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.788 ms	0 - 46 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® SA7255P	4.909 ms	1 - 40 MB	NPU
EfficientFormer	QNN_DLC	float	Qualcomm® SA8295P	4.009 ms	0 - 39 MB	NPU
EfficientFormer	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.788 ms	0 - 46 MB	NPU
EfficientFormer	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.652 ms	1 - 44 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Snapdragon® X2 Elite	0.793 ms	0 - 0 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Snapdragon® X Elite	1.691 ms	0 - 0 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	1.0 ms	0 - 70 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	1.441 ms	0 - 3 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	3.08 ms	0 - 55 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.478 ms	0 - 2 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® SA8775P	1.772 ms	0 - 56 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® SA8650P	1.772 ms	0 - 56 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® SA8255P	1.772 ms	0 - 56 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	1.612 ms	0 - 2 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	1.691 ms	0 - 0 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	6.784 ms	0 - 176 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	1.625 ms	0 - 58 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	0.672 ms	0 - 49 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Qualcomm® SA7255P	3.08 ms	0 - 55 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	0.672 ms	0 - 49 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	0.571 ms	0 - 60 MB	NPU
EfficientFormer	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	1.625 ms	0 - 58 MB	NPU
EfficientFormer	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	1.041 ms	0 - 95 MB	NPU
EfficientFormer	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	5.538 ms	0 - 96 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.822 ms	0 - 28 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	4.866 ms	0 - 53 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.485 ms	0 - 4 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® SA8775P	2.06 ms	0 - 55 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® SA8650P	2.06 ms	0 - 55 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® SA8255P	2.06 ms	0 - 55 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® QCS8450	5.538 ms	0 - 96 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.868 ms	0 - 27 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.765 ms	0 - 49 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® SA7255P	4.866 ms	0 - 53 MB	NPU
EfficientFormer	TFLITE	float	Qualcomm® SA8295P	3.969 ms	0 - 48 MB	NPU
EfficientFormer	TFLITE	float	Snapdragon® 8 Elite Mobile	0.765 ms	0 - 49 MB	NPU
EfficientFormer	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.653 ms	0 - 52 MB	NPU

License

The license for the original implementation of EfficientFormer can be found here.

References

Community

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qualcomm/EfficientFormer