Hugging Face's logo

qualcomm
/
GoogLeNet

Image Classification
PyTorch
android
Model card Files
xet
 Community

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

Downloads last month

-

Downloads are not tracked for this model. How to track
Inference Providers NEW
Image Classification
This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Model tree for qualcomm/GoogLeNet

Finetunes
1 model

Paper for qualcomm/GoogLeNet