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	0.407 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	0.565 ms	0 - 48 MB	NPU
GoogLeNet	ONNX	float	Snapdragon® 8 Gen 1 Mobile	1.564 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)	0.845 ms	0 - 16 MB	NPU
GoogLeNet	ONNX	float	Qualcomm® QCS8450	1.564 ms	1 - 51 MB	NPU
GoogLeNet	ONNX	float	Qualcomm® Dragonwing™ IQ-9075	1.686 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 - 32 MB	NPU
GoogLeNet	ONNX	float	Snapdragon® 8 Elite Mobile	0.466 ms	0 - 32 MB	NPU
GoogLeNet	ONNX	float	Snapdragon® 8 Elite Gen 5 Mobile	0.396 ms	0 - 31 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® X2 Elite	0.162 ms	1 - 1 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® X Elite	0.293 ms	7 - 7 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® 8 Gen 3 Mobile	0.228 ms	0 - 51 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® 8 Gen 1 Mobile	0.479 ms	0 - 55 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ QCS6490	1.298 ms	0 - 3 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-8275	0.41 ms	0 - 4 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.309 ms	0 - 9 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® QCS8450	0.479 ms	0 - 55 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.427 ms	0 - 3 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.293 ms	7 - 7 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ Q-6690	2.308 ms	0 - 37 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ Q-7790	0.363 ms	0 - 36 MB	NPU
GoogLeNet	ONNX	w8a8	Qualcomm® Dragonwing™ Q-8750	0.196 ms	0 - 39 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® 8 Elite Mobile	0.196 ms	0 - 39 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.185 ms	0 - 34 MB	NPU
GoogLeNet	ONNX	w8a8	Snapdragon® 7 Gen 4 Mobile	0.363 ms	0 - 36 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® X2 Elite	0.495 ms	1 - 1 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® X Elite	0.953 ms	1 - 1 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® 8 Gen 3 Mobile	0.558 ms	0 - 44 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® 8 Gen 1 Mobile	1.746 ms	0 - 49 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	1.472 ms	1 - 4 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-8275	4.976 ms	1 - 27 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.811 ms	0 - 5 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® SA8775P	1.533 ms	1 - 29 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® SA8650P	1.533 ms	1 - 29 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® SA8255P	1.533 ms	1 - 29 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® QCS8450	1.746 ms	0 - 49 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-9075	1.416 ms	3 - 5 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ IQ-X7181	0.953 ms	1 - 1 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® Dragonwing™ Q-8750	0.453 ms	0 - 26 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® SA7255P	4.976 ms	1 - 27 MB	NPU
GoogLeNet	QNN_DLC	float	Qualcomm® SA8295P	1.759 ms	1 - 25 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® 8 Elite Mobile	0.453 ms	0 - 26 MB	NPU
GoogLeNet	QNN_DLC	float	Snapdragon® 8 Elite Gen 5 Mobile	0.382 ms	1 - 28 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® X2 Elite	0.217 ms	0 - 0 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® X Elite	0.334 ms	0 - 0 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® 8 Gen 3 Mobile	0.187 ms	0 - 44 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® 8 Gen 1 Mobile	0.413 ms	0 - 50 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS6490	1.193 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	0.813 ms	0 - 29 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.252 ms	0 - 64 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® SA8775P	0.414 ms	0 - 31 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® SA8650P	0.414 ms	0 - 31 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® SA8255P	0.414 ms	0 - 31 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® QCS8450	0.413 ms	0 - 50 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.311 ms	0 - 2 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ IQ-X7181	0.334 ms	0 - 0 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-6690	2.317 ms	0 - 33 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-7790	0.328 ms	0 - 30 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® Dragonwing™ Q-8750	0.158 ms	0 - 30 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® SA7255P	0.813 ms	0 - 29 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Qualcomm® SA8295P	0.619 ms	0 - 27 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® 8 Elite Mobile	0.158 ms	0 - 30 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.143 ms	0 - 29 MB	NPU
GoogLeNet	QNN_DLC	w8a8	Snapdragon® 7 Gen 4 Mobile	0.328 ms	0 - 30 MB	NPU
GoogLeNet	TFLITE	float	Snapdragon® 8 Gen 3 Mobile	0.562 ms	0 - 53 MB	NPU
GoogLeNet	TFLITE	float	Snapdragon® 8 Gen 1 Mobile	1.761 ms	0 - 60 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	1.477 ms	0 - 17 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® Dragonwing™ IQ-8275	5.031 ms	0 - 33 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.815 ms	0 - 2 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® SA8775P	1.551 ms	0 - 35 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® SA8650P	1.551 ms	0 - 35 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® SA8255P	1.551 ms	0 - 35 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® QCS8450	1.761 ms	0 - 60 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® Dragonwing™ IQ-9075	1.429 ms	0 - 16 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® Dragonwing™ Q-8750	0.46 ms	0 - 34 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® SA7255P	5.031 ms	0 - 33 MB	NPU
GoogLeNet	TFLITE	float	Qualcomm® SA8295P	1.809 ms	0 - 31 MB	NPU
GoogLeNet	TFLITE	float	Snapdragon® 8 Elite Mobile	0.46 ms	0 - 34 MB	NPU
GoogLeNet	TFLITE	float	Snapdragon® 8 Elite Gen 5 Mobile	0.379 ms	0 - 35 MB	NPU
GoogLeNet	TFLITE	w8a8	Snapdragon® 8 Gen 3 Mobile	0.189 ms	0 - 43 MB	NPU
GoogLeNet	TFLITE	w8a8	Snapdragon® 8 Gen 1 Mobile	0.42 ms	0 - 49 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS6490	1.092 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	0.819 ms	0 - 28 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ QCS8550 (Proxy)	0.24 ms	0 - 1 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® SA8775P	0.423 ms	0 - 30 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® SA8650P	0.423 ms	0 - 30 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® SA8255P	0.423 ms	0 - 30 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® QCS8450	0.42 ms	0 - 49 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ IQ-9075	0.324 ms	0 - 9 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-6690	2.253 ms	0 - 29 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-7790	0.33 ms	0 - 29 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® Dragonwing™ Q-8750	0.161 ms	0 - 28 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® SA7255P	0.819 ms	0 - 28 MB	NPU
GoogLeNet	TFLITE	w8a8	Qualcomm® SA8295P	0.616 ms	0 - 26 MB	NPU
GoogLeNet	TFLITE	w8a8	Snapdragon® 8 Elite Mobile	0.161 ms	0 - 28 MB	NPU
GoogLeNet	TFLITE	w8a8	Snapdragon® 8 Elite Gen 5 Mobile	0.146 ms	0 - 28 MB	NPU
GoogLeNet	TFLITE	w8a8	Snapdragon® 7 Gen 4 Mobile	0.33 ms	0 - 29 MB	NPU

License

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

References

• Going Deeper with Convolutions
• Source Model Implementation

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.