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qualcomm/
ConvNext-Tiny

Name: ConvNext-Tiny
Rating: 2.5 (128 reviews)

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ConvNext-Tiny: Optimized for Qualcomm Devices

ConvNextTiny 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 ConvNext-Tiny 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 ConvNext-Tiny 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 ConvNext-Tiny 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): 109 MB
Model size (w8a16): 28.9 MB
Number of parameters: 28.6M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
ConvNext-Tiny	ONNX	float	Snapdragon® X2 Elite	1.333 ms	2 - 2 MB	NPU
ConvNext-Tiny	ONNX	float	Snapdragon® X Elite	2.693 ms	57 - 57 MB	NPU
ConvNext-Tiny	ONNX	float	Snapdragon® 8 Gen 3 Mobile	2.003 ms	0 - 129 MB	NPU
ConvNext-Tiny	ONNX	float	Snapdragon® 8 Gen 1 Mobile	9.014 ms	1 - 132 MB	NPU
ConvNext-Tiny	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	4.288 ms	0 - 4 MB	NPU
ConvNext-Tiny	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	2.724 ms	0 - 72 MB	NPU
ConvNext-Tiny	ONNX	float	Qualcomm® QCS8450	9.014 ms	1 - 132 MB	NPU
ConvNext-Tiny	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	3.854 ms	1 - 4 MB	NPU
ConvNext-Tiny	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	2.693 ms	57 - 57 MB	NPU
ConvNext-Tiny	ONNX	float	Qualcomm® Dragonwing™ Q-8750	1.548 ms	0 - 76 MB	NPU
ConvNext-Tiny	ONNX	float	Snapdragon® 8 Elite Mobile	1.548 ms	0 - 76 MB	NPU
ConvNext-Tiny	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	1.298 ms	0 - 76 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Snapdragon® X2 Elite	0.998 ms	1 - 1 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Snapdragon® X Elite	2.213 ms	29 - 29 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Snapdragon® 8 Gen 3 Mobile	1.548 ms	0 - 132 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Snapdragon® 8 Gen 1 Mobile	3.267 ms	0 - 130 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Qualcomm® Dragonwing™ QCS6490	9.583 ms	0 - 3 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-8275	2.196 ms	0 - 4 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	2.168 ms	0 - 207 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Qualcomm® QCS8450	3.267 ms	0 - 130 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-9075	2.374 ms	0 - 3 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Qualcomm® Dragonwing™ IQ-X7181	2.213 ms	29 - 29 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Qualcomm® Dragonwing™ Q-6690	21.289 ms	0 - 239 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Qualcomm® Dragonwing™ Q-7790	2.579 ms	0 - 117 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Qualcomm® Dragonwing™ Q-8750	1.143 ms	0 - 108 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Snapdragon® 8 Elite Mobile	1.143 ms	0 - 108 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	0.942 ms	0 - 109 MB	NPU
ConvNext-Tiny	ONNX	w8a16	Snapdragon® 7 Gen 4 Mobile	2.579 ms	0 - 117 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Snapdragon® X2 Elite	0.734 ms	1 - 1 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Snapdragon® X Elite	1.384 ms	30 - 30 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.97 ms	0 - 115 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	2.157 ms	0 - 115 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	5.462 ms	0 - 3 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.401 ms	0 - 4 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.394 ms	0 - 94 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Qualcomm® QCS8450	2.157 ms	0 - 115 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	1.512 ms	0 - 3 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	1.384 ms	30 - 30 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	10.682 ms	0 - 87 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	1.74 ms	0 - 84 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.779 ms	0 - 80 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.779 ms	0 - 80 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.715 ms	0 - 87 MB	NPU
ConvNext-Tiny	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	1.74 ms	0 - 84 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Snapdragon® X2 Elite	2.022 ms	1 - 1 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Snapdragon® X Elite	3.636 ms	1 - 1 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	2.484 ms	0 - 127 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	9.547 ms	0 - 130 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	4.791 ms	1 - 4 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	14.807 ms	1 - 76 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	3.432 ms	1 - 3 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® SA8775P	4.801 ms	1 - 78 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® SA8650P	4.801 ms	1 - 78 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® SA8255P	4.801 ms	1 - 78 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® QCS8450	9.547 ms	0 - 130 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	4.579 ms	3 - 5 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	3.636 ms	1 - 1 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	1.951 ms	1 - 78 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® SA7255P	14.807 ms	1 - 76 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Qualcomm® SA8295P	8.754 ms	1 - 77 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Snapdragon® 8 Elite Mobile	1.951 ms	1 - 78 MB	NPU
ConvNext-Tiny	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	1.562 ms	1 - 78 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Snapdragon® X2 Elite	1.649 ms	0 - 0 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Snapdragon® X Elite	3.367 ms	0 - 0 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Snapdragon® 8 Gen 3 Mobile	2.174 ms	0 - 124 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Snapdragon® 8 Gen 1 Mobile	4.306 ms	0 - 124 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS6490	11.706 ms	0 - 2 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	3.012 ms	0 - 3 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-8275	6.848 ms	0 - 98 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® Dragonwing™ QCS8550 (Proxy)	3.1 ms	0 - 101 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® SA8775P	3.529 ms	0 - 97 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® SA8650P	3.529 ms	0 - 97 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® SA8255P	3.529 ms	0 - 97 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® QCS8450	4.306 ms	0 - 124 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-9075	3.331 ms	2 - 4 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® Dragonwing™ IQ-X7181	3.367 ms	0 - 0 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-6690	22.364 ms	0 - 252 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-7790	3.443 ms	0 - 110 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® Dragonwing™ Q-8750	1.585 ms	0 - 100 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® SA7255P	6.848 ms	0 - 98 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Qualcomm® SA8295P	4.728 ms	0 - 94 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Snapdragon® 8 Elite Mobile	1.585 ms	0 - 100 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Snapdragon® 8 Elite Gen 5 Mobile	1.296 ms	0 - 101 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a16	Snapdragon® 7 Gen 4 Mobile	3.443 ms	0 - 110 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.934 ms	0 - 0 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Snapdragon® X Elite	1.958 ms	0 - 0 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	1.254 ms	0 - 105 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	2.617 ms	0 - 107 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	6.603 ms	0 - 2 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.728 ms	0 - 3 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	3.776 ms	0 - 70 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.803 ms	0 - 2 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® SA8775P	2.049 ms	0 - 73 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® SA8650P	2.049 ms	0 - 73 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® SA8255P	2.049 ms	0 - 73 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® QCS8450	2.617 ms	0 - 107 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	1.912 ms	0 - 2 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	1.958 ms	0 - 0 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	12.1 ms	0 - 96 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	2.137 ms	0 - 73 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.965 ms	0 - 73 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® SA7255P	3.776 ms	0 - 70 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Qualcomm® SA8295P	3.028 ms	0 - 67 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.965 ms	0 - 73 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.849 ms	0 - 81 MB	NPU
ConvNext-Tiny	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	2.137 ms	0 - 73 MB	NPU
ConvNext-Tiny	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	2.115 ms	0 - 128 MB	NPU
ConvNext-Tiny	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	8.879 ms	0 - 123 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	4.285 ms	0 - 60 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	14.025 ms	0 - 74 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	2.826 ms	0 - 3 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® SA8775P	4.278 ms	0 - 75 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® SA8650P	4.278 ms	0 - 75 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® SA8255P	4.278 ms	0 - 75 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® QCS8450	8.879 ms	0 - 123 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	4.052 ms	0 - 59 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	1.589 ms	0 - 77 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® SA7255P	14.025 ms	0 - 74 MB	NPU
ConvNext-Tiny	TFLITE	float	Qualcomm® SA8295P	7.876 ms	0 - 65 MB	NPU
ConvNext-Tiny	TFLITE	float	Snapdragon® 8 Elite Mobile	1.589 ms	0 - 77 MB	NPU
ConvNext-Tiny	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	1.336 ms	0 - 74 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	1.208 ms	0 - 111 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	2.693 ms	0 - 114 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	41.816 ms	4 - 57 MB	CPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.701 ms	0 - 32 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	3.742 ms	0 - 75 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.739 ms	0 - 3 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® SA8775P	2.02 ms	0 - 77 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® SA8650P	2.02 ms	0 - 77 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® SA8255P	2.02 ms	0 - 77 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® QCS8450	2.693 ms	0 - 114 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	1.852 ms	0 - 31 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	27.208 ms	3 - 45 MB	CPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	11.596 ms	3 - 45 MB	CPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.916 ms	0 - 75 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® SA7255P	3.742 ms	0 - 75 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Qualcomm® SA8295P	2.973 ms	0 - 70 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.916 ms	0 - 75 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.791 ms	0 - 84 MB	NPU
ConvNext-Tiny	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	11.596 ms	3 - 45 MB	CPU

License

The license for the original implementation of ConvNext-Tiny can be found here.

References

Community

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For questions or feedback please reach out to us.

qualcomm/ConvNext-Tiny