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qualcomm/Inception-v3

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

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Model Card

Inception-v3: Optimized for Qualcomm Devices

InceptionNetV3 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 Inception-v3 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 [Inception-v3 on Qualcomm® AI Hub](https://aihub.qualcomm.com/models/inception_v3).

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 Inception-v3 on GitHub for usage instructions.

Model Details

Model Type: Modelusecase.image_classification

Model Stats:

—Input resolution: 224x224
—Model checkpoint: Imagenet
—Model size (float): 90.9 MB
—Model size (w8a8): 23.3 MB
—Number of parameters: 23.9M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
Inception-v3	ONNX	float	Snapdragon® X2 Elite	3.853 ms	1 - 1 MB	NPU
Inception-v3	ONNX	float	Snapdragon® X Elite	2.143 ms	46 - 46 MB	NPU
Inception-v3	ONNX	float	Snapdragon® 8 Gen 3 Mobile	1.595 ms	0 - 62 MB	NPU
Inception-v3	ONNX	float	Snapdragon® 8 Gen 1 Mobile	3.964 ms	1 - 67 MB	NPU
Inception-v3	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	4.258 ms	1 - 5 MB	NPU
Inception-v3	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	2.211 ms	0 - 49 MB	NPU
Inception-v3	ONNX	float	Qualcomm® QCS8450	3.964 ms	1 - 67 MB	NPU
Inception-v3	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	3.661 ms	1 - 5 MB	NPU
Inception-v3	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	2.143 ms	46 - 46 MB	NPU
Inception-v3	ONNX	float	Qualcomm® Dragonwing™ Q-8750	1.338 ms	0 - 40 MB	NPU
Inception-v3	ONNX	float	Snapdragon® 8 Elite Mobile	1.338 ms	0 - 40 MB	NPU
Inception-v3	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	1.088 ms	0 - 44 MB	NPU
Inception-v3	ONNX	w8a8	Snapdragon® X2 Elite	0.372 ms	1 - 1 MB	NPU
Inception-v3	ONNX	w8a8	Snapdragon® X Elite	0.798 ms	23 - 23 MB	NPU
Inception-v3	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.631 ms	0 - 100 MB	NPU
Inception-v3	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	1.24 ms	0 - 101 MB	NPU
Inception-v3	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	4.009 ms	0 - 3 MB	NPU
Inception-v3	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.0 ms	0 - 4 MB	NPU
Inception-v3	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.849 ms	0 - 26 MB	NPU
Inception-v3	ONNX	w8a8	Qualcomm® QCS8450	1.24 ms	0 - 101 MB	NPU
Inception-v3	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.931 ms	0 - 3 MB	NPU
Inception-v3	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.798 ms	23 - 23 MB	NPU
Inception-v3	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	10.739 ms	0 - 181 MB	NPU
Inception-v3	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	1.374 ms	0 - 63 MB	NPU
Inception-v3	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.539 ms	0 - 65 MB	NPU
Inception-v3	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.539 ms	0 - 65 MB	NPU
Inception-v3	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.424 ms	0 - 62 MB	NPU
Inception-v3	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	1.374 ms	0 - 63 MB	NPU
Inception-v3	QNN_DLC	float	Snapdragon® X2 Elite	3.891 ms	1 - 1 MB	NPU
Inception-v3	QNN_DLC	float	Snapdragon® X Elite	2.088 ms	1 - 1 MB	NPU
Inception-v3	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	1.517 ms	0 - 60 MB	NPU
Inception-v3	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	3.726 ms	0 - 60 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	3.997 ms	1 - 4 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	1.98 ms	1 - 116 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® SA8775P	3.613 ms	1 - 38 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® SA8650P	3.613 ms	1 - 38 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® SA8255P	3.613 ms	1 - 38 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® QCS8450	3.726 ms	0 - 60 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	3.428 ms	3 - 6 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	2.088 ms	1 - 1 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	1.266 ms	0 - 34 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® SA7255P	13.481 ms	1 - 35 MB	NPU
Inception-v3	QNN_DLC	float	Qualcomm® SA8295P	4.166 ms	0 - 33 MB	NPU
Inception-v3	QNN_DLC	float	Snapdragon® 8 Elite Mobile	1.266 ms	0 - 34 MB	NPU
Inception-v3	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	1.016 ms	1 - 38 MB	NPU
Inception-v3	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.491 ms	0 - 0 MB	NPU
Inception-v3	QNN_DLC	w8a8	Snapdragon® X Elite	0.879 ms	0 - 0 MB	NPU
Inception-v3	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.599 ms	0 - 79 MB	NPU
Inception-v3	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	1.18 ms	0 - 82 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	3.989 ms	0 - 2 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.939 ms	0 - 3 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.806 ms	0 - 2 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® SA8775P	0.998 ms	0 - 56 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® SA8650P	0.998 ms	0 - 56 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® SA8255P	0.998 ms	0 - 56 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® QCS8450	1.18 ms	0 - 82 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.874 ms	0 - 2 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.879 ms	0 - 0 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	10.605 ms	0 - 169 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	1.307 ms	0 - 55 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.515 ms	0 - 53 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® SA7255P	2.389 ms	0 - 53 MB	NPU
Inception-v3	QNN_DLC	w8a8	Qualcomm® SA8295P	1.599 ms	0 - 51 MB	NPU
Inception-v3	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.515 ms	0 - 53 MB	NPU
Inception-v3	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.415 ms	0 - 56 MB	NPU
Inception-v3	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	1.307 ms	0 - 55 MB	NPU
Inception-v3	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	1.489 ms	0 - 118 MB	NPU
Inception-v3	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	3.729 ms	0 - 121 MB	NPU
Inception-v3	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	3.977 ms	0 - 50 MB	NPU
Inception-v3	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	2.035 ms	0 - 3 MB	NPU
Inception-v3	TFLITE	float	Qualcomm® SA8775P	3.622 ms	0 - 69 MB	NPU
Inception-v3	TFLITE	float	Qualcomm® SA8650P	3.622 ms	0 - 69 MB	NPU
Inception-v3	TFLITE	float	Qualcomm® SA8255P	3.622 ms	0 - 69 MB	NPU
Inception-v3	TFLITE	float	Qualcomm® QCS8450	3.729 ms	0 - 121 MB	NPU
Inception-v3	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	3.429 ms	0 - 49 MB	NPU
Inception-v3	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	1.27 ms	0 - 69 MB	NPU
Inception-v3	TFLITE	float	Qualcomm® SA7255P	13.505 ms	0 - 66 MB	NPU
Inception-v3	TFLITE	float	Qualcomm® SA8295P	4.173 ms	0 - 71 MB	NPU
Inception-v3	TFLITE	float	Snapdragon® 8 Elite Mobile	1.27 ms	0 - 69 MB	NPU
Inception-v3	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	1.01 ms	0 - 70 MB	NPU
Inception-v3	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.644 ms	0 - 79 MB	NPU
Inception-v3	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	1.288 ms	0 - 83 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	4.287 ms	0 - 25 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	1.007 ms	0 - 26 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.908 ms	0 - 31 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® SA8775P	1.175 ms	0 - 55 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® SA8650P	1.175 ms	0 - 55 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® SA8255P	1.175 ms	0 - 55 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® QCS8450	1.288 ms	0 - 83 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	1.053 ms	0 - 25 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	10.71 ms	0 - 168 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	1.408 ms	0 - 53 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.547 ms	0 - 57 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® SA7255P	2.527 ms	0 - 51 MB	NPU
Inception-v3	TFLITE	w8a8	Qualcomm® SA8295P	1.819 ms	0 - 50 MB	NPU
Inception-v3	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.547 ms	0 - 57 MB	NPU
Inception-v3	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.454 ms	0 - 51 MB	NPU
Inception-v3	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	1.408 ms	0 - 53 MB	NPU

License

—The license for the original implementation of Inception-v3 can be found here.

References

Community

—Join our AI Hub Slack community to collaborate, post questions and learn more about on-device AI.
—For questions or feedback please reach out to us.