You can deploy this model and start earning money today!

qualcomm/
GoogLeNet

Name: GoogLeNet
Rating: 2.5 (96 reviews)

Views

No views yet

GoogLeNet: Optimized for Qualcomm Devices

GoogLeNet 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 GoogLeNet 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 GoogLeNet 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 GoogLeNet 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): 25.3 MB
Model size (w8a8): 6.54 MB
Number of parameters: 6.62M

Performance Summary

Model	Runtime	Precision	Chipset	Inference Time (ms)	Peak Memory Range (MB)	Primary Compute Unit
GoogLeNet	ONNX	float	Snapdragon® X2 Elite	0.41 ms	2 - 2 MB	NPU
GoogLeNet	ONNX	float	Snapdragon® X Elite	0.864 ms	13 - 13 MB	NPU
GoogLeNet	ONNX	float	Snapdragon® 8 Gen 3 Mobile	0.561 ms	0 - 50 MB	NPU
GoogLeNet	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.582 ms	1 - 51 MB	NPU
GoogLeNet	ONNX	float	Qualcomm® Dragonwing™ IQ-8275	1.534 ms	1 - 4 MB	NPU
GoogLeNet	ONNX	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.85 ms	0 - 87 MB	NPU
GoogLeNet	ONNX	float	Qualcomm® QCS8450	1.582 ms	1 - 51 MB	NPU
GoogLeNet	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.496 ms	1 - 3 MB	NPU
GoogLeNet	ONNX	float	Qualcomm® Dragonwing™ IQ-X7181	0.864 ms	13 - 13 MB	NPU
GoogLeNet	ONNX	float	Qualcomm® Dragonwing™ Q-8750	0.466 ms	0 - 31 MB	NPU
GoogLeNet	ONNX	float	Snapdragon® 8 Elite Mobile	0.466 ms	0 - 31 MB	NPU
GoogLeNet	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.393 ms	0 - 27 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® X2 Elite	0.161 ms	1 - 1 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® X Elite	0.291 ms	7 - 7 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.228 ms	0 - 50 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.481 ms	0 - 54 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.294 ms	0 - 3 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.416 ms	0 - 4 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.306 ms	0 - 9 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® QCS8450	0.481 ms	0 - 54 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.429 ms	0 - 3 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.291 ms	7 - 7 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	2.338 ms	0 - 37 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.352 ms	0 - 36 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.198 ms	0 - 34 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.198 ms	0 - 34 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.188 ms	0 - 36 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.352 ms	0 - 36 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® X2 Elite	0.488 ms	1 - 1 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® X Elite	0.976 ms	1 - 1 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.562 ms	0 - 43 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.748 ms	0 - 47 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.466 ms	1 - 4 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	4.973 ms	1 - 26 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.813 ms	1 - 2 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® SA8775P	1.527 ms	1 - 29 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® SA8650P	1.527 ms	1 - 29 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® SA8255P	1.527 ms	1 - 29 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® QCS8450	1.748 ms	0 - 47 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.602 ms	1 - 3 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.976 ms	1 - 1 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.451 ms	0 - 27 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® SA7255P	4.973 ms	1 - 26 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® SA8295P	1.785 ms	0 - 25 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.451 ms	0 - 27 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.375 ms	0 - 28 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.227 ms	0 - 0 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® X Elite	0.335 ms	0 - 0 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.178 ms	0 - 44 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.42 ms	0 - 49 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.157 ms	0 - 2 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.341 ms	0 - 3 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.806 ms	0 - 30 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.249 ms	0 - 1 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® SA8775P	0.407 ms	0 - 31 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® SA8650P	0.407 ms	0 - 31 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® SA8255P	0.407 ms	0 - 31 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® QCS8450	0.42 ms	0 - 49 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.311 ms	2 - 4 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.335 ms	0 - 0 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	2.365 ms	0 - 32 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.329 ms	0 - 31 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.154 ms	0 - 34 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® SA7255P	0.806 ms	0 - 30 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® SA8295P	0.616 ms	0 - 28 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.154 ms	0 - 34 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.141 ms	0 - 29 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.329 ms	0 - 31 MB	NPU
GoogLeNet	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.567 ms	0 - 53 MB	NPU
GoogLeNet	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.751 ms	0 - 59 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.481 ms	0 - 17 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	4.995 ms	0 - 33 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.813 ms	0 - 3 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® SA8775P	1.57 ms	0 - 36 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® SA8650P	1.57 ms	0 - 36 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® SA8255P	1.57 ms	0 - 36 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® QCS8450	1.751 ms	0 - 59 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.424 ms	0 - 16 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.456 ms	0 - 33 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® SA7255P	4.995 ms	0 - 33 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® SA8295P	1.804 ms	0 - 31 MB	NPU
GoogLeNet	TFLITE	float	Snapdragon® 8 Elite Mobile	0.456 ms	0 - 33 MB	NPU
GoogLeNet	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.376 ms	0 - 36 MB	NPU
GoogLeNet	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.186 ms	0 - 43 MB	NPU
GoogLeNet	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.415 ms	0 - 50 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1.014 ms	0 - 8 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.355 ms	0 - 9 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.834 ms	0 - 28 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.241 ms	0 - 1 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® SA8775P	0.42 ms	0 - 30 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® SA8650P	0.42 ms	0 - 30 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® SA8255P	0.42 ms	0 - 30 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® QCS8450	0.415 ms	0 - 50 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.334 ms	0 - 9 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	2.257 ms	0 - 29 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.332 ms	0 - 29 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.159 ms	0 - 28 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® SA7255P	0.834 ms	0 - 28 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® SA8295P	0.635 ms	0 - 26 MB	NPU
GoogLeNet	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.159 ms	0 - 28 MB	NPU
GoogLeNet	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.146 ms	0 - 29 MB	NPU
GoogLeNet	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.332 ms	0 - 29 MB	NPU

License

The license for the original implementation of GoogLeNet 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.

qualcomm/GoogLeNet