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GoogLeNet

Image Classification
PyTorch
android
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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 2.50, ONNX Runtime 1.27.1 Download
ONNX w8a8 Universal QAIRT 2.50, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a8 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 Download
TFLITE w8a8 Universal QAIRT 2.50 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® 8 Elite Gen 5 For Galaxy Mobile 0.394 ms 0 - 31 MB NPU
GoogLeNet ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.476 ms 0 - 31 MB NPU
GoogLeNet ONNX float Snapdragon® X2 Elite 0.405 ms 2 - 2 MB NPU
GoogLeNet ONNX float Snapdragon® X Elite 0.873 ms 13 - 13 MB NPU
GoogLeNet ONNX float Snapdragon® 8 Gen 3 Mobile 0.563 ms 0 - 51 MB NPU
GoogLeNet ONNX float Snapdragon® 8 Gen 1 Mobile 1.458 ms 1 - 57 MB NPU
GoogLeNet ONNX float Qualcomm® Dragonwing™ IQ-8275 1.535 ms 1 - 5 MB NPU
GoogLeNet ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.849 ms 0 - 15 MB NPU
GoogLeNet ONNX float Qualcomm® QCS8450 1.458 ms 1 - 57 MB NPU
GoogLeNet ONNX float Qualcomm® Dragonwing™ IQ-9075 1.496 ms 1 - 4 MB NPU
GoogLeNet ONNX float Qualcomm® Dragonwing™ IQ-X7181 0.873 ms 13 - 13 MB NPU
GoogLeNet ONNX float Qualcomm® Dragonwing™ Q-8750 0.476 ms 0 - 31 MB NPU
GoogLeNet ONNX w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.186 ms 0 - 40 MB NPU
GoogLeNet ONNX w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.201 ms 0 - 39 MB NPU
GoogLeNet ONNX w8a8 Snapdragon® X2 Elite 0.169 ms 1 - 1 MB NPU
GoogLeNet ONNX w8a8 Snapdragon® X Elite 0.29 ms 7 - 7 MB NPU
GoogLeNet ONNX w8a8 Snapdragon® 8 Gen 3 Mobile 0.226 ms 0 - 56 MB NPU
GoogLeNet ONNX w8a8 Snapdragon® 8 Gen 1 Mobile 0.388 ms 0 - 59 MB NPU
GoogLeNet ONNX w8a8 Qualcomm® Dragonwing™ QCS6490 1.049 ms 0 - 3 MB NPU
GoogLeNet ONNX w8a8 Qualcomm® Dragonwing™ IQ-8275 0.432 ms 0 - 4 MB NPU
GoogLeNet ONNX w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.306 ms 0 - 9 MB NPU
GoogLeNet ONNX w8a8 Qualcomm® QCS8450 0.388 ms 0 - 59 MB NPU
GoogLeNet ONNX w8a8 Qualcomm® Dragonwing™ IQ-9075 0.428 ms 0 - 3 MB NPU
GoogLeNet ONNX w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.29 ms 7 - 7 MB NPU
GoogLeNet ONNX w8a8 Qualcomm® Dragonwing™ Q-6690 2.352 ms 0 - 41 MB NPU
GoogLeNet ONNX w8a8 Qualcomm® Dragonwing™ Q-7790 0.344 ms 0 - 41 MB NPU
GoogLeNet ONNX w8a8 Qualcomm® Dragonwing™ Q-8750 0.201 ms 0 - 39 MB NPU
GoogLeNet ONNX w8a8 Snapdragon® 7 Gen 4 Mobile 0.344 ms 0 - 41 MB NPU
GoogLeNet QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.378 ms 0 - 31 MB NPU
GoogLeNet QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.454 ms 0 - 30 MB NPU
GoogLeNet QNN_DLC float Snapdragon® X2 Elite 0.499 ms 1 - 1 MB NPU
GoogLeNet QNN_DLC float Snapdragon® X Elite 0.956 ms 1 - 1 MB NPU
GoogLeNet QNN_DLC float Snapdragon® 8 Gen 3 Mobile 0.565 ms 0 - 47 MB NPU
GoogLeNet QNN_DLC float Snapdragon® 8 Gen 1 Mobile 1.469 ms 0 - 52 MB NPU
GoogLeNet QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.482 ms 1 - 4 MB NPU
GoogLeNet QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.821 ms 1 - 4 MB NPU
GoogLeNet QNN_DLC float Qualcomm® QCS8450 1.469 ms 0 - 52 MB NPU
GoogLeNet QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.427 ms 1 - 3 MB NPU
GoogLeNet QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 0.956 ms 1 - 1 MB NPU
GoogLeNet QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.454 ms 0 - 30 MB NPU
GoogLeNet QNN_DLC float Qualcomm® SA8295P 1.686 ms 0 - 29 MB NPU
GoogLeNet QNN_DLC w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.145 ms 0 - 34 MB NPU
GoogLeNet QNN_DLC w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.153 ms 0 - 33 MB NPU
GoogLeNet QNN_DLC w8a8 Snapdragon® X2 Elite 0.22 ms 0 - 0 MB NPU
GoogLeNet QNN_DLC w8a8 Snapdragon® X Elite 0.343 ms 0 - 0 MB NPU
GoogLeNet QNN_DLC w8a8 Snapdragon® 8 Gen 3 Mobile 0.185 ms 0 - 48 MB NPU
GoogLeNet QNN_DLC w8a8 Snapdragon® 8 Gen 1 Mobile 0.323 ms 0 - 53 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS6490 1.049 ms 2 - 4 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-8275 0.405 ms 0 - 3 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.249 ms 0 - 1 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® SA8775P 0.43 ms 0 - 36 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® SA8650P 0.43 ms 0 - 36 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® SA8255P 0.43 ms 0 - 36 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® QCS8450 0.323 ms 0 - 53 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-9075 0.352 ms 0 - 2 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® Dragonwing™ IQ-X7181 0.343 ms 0 - 0 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-6690 2.283 ms 0 - 35 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-7790 0.334 ms 0 - 34 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® Dragonwing™ Q-8750 0.153 ms 0 - 33 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® SA7255P 0.791 ms 0 - 34 MB NPU
GoogLeNet QNN_DLC w8a8 Qualcomm® SA8295P 0.498 ms 0 - 32 MB NPU
GoogLeNet QNN_DLC w8a8 Snapdragon® 7 Gen 4 Mobile 0.334 ms 0 - 34 MB NPU
GoogLeNet TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.375 ms 0 - 39 MB NPU
GoogLeNet TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.467 ms 0 - 37 MB NPU
GoogLeNet TFLITE float Snapdragon® 8 Gen 3 Mobile 0.571 ms 0 - 58 MB NPU
GoogLeNet TFLITE float Snapdragon® 8 Gen 1 Mobile 1.479 ms 0 - 65 MB NPU
GoogLeNet TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.498 ms 0 - 17 MB NPU
GoogLeNet TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.825 ms 0 - 2 MB NPU
GoogLeNet TFLITE float Qualcomm® SA8775P 1.536 ms 0 - 41 MB NPU
GoogLeNet TFLITE float Qualcomm® SA8650P 1.536 ms 0 - 41 MB NPU
GoogLeNet TFLITE float Qualcomm® SA8255P 1.536 ms 0 - 41 MB NPU
GoogLeNet TFLITE float Qualcomm® QCS8450 1.479 ms 0 - 65 MB NPU
GoogLeNet TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.427 ms 0 - 16 MB NPU
GoogLeNet TFLITE float Qualcomm® Dragonwing™ Q-8750 0.467 ms 0 - 37 MB NPU
GoogLeNet TFLITE float Qualcomm® SA7255P 20.107 ms 0 - 18 MB GPU
GoogLeNet TFLITE float Qualcomm® SA8295P 1.706 ms 0 - 36 MB NPU
GoogLeNet TFLITE w8a8 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.15 ms 0 - 33 MB NPU
GoogLeNet TFLITE w8a8 Snapdragon® 8 Elite For Galaxy Mobile 0.164 ms 0 - 38 MB NPU
GoogLeNet TFLITE w8a8 Snapdragon® 8 Gen 3 Mobile 0.182 ms 0 - 47 MB NPU
GoogLeNet TFLITE w8a8 Snapdragon® 8 Gen 1 Mobile 0.328 ms 0 - 53 MB NPU
GoogLeNet TFLITE w8a8 Qualcomm® Dragonwing™ QCS6490 0.906 ms 0 - 9 MB NPU
GoogLeNet TFLITE w8a8 Qualcomm® Dragonwing™ IQ-8275 0.352 ms 0 - 10 MB NPU
GoogLeNet TFLITE w8a8 Qualcomm® Dragonwing™ QCS8550 (Proxy) 0.247 ms 0 - 2 MB NPU
GoogLeNet TFLITE w8a8 Qualcomm® QCS8450 0.328 ms 0 - 53 MB NPU
GoogLeNet TFLITE w8a8 Qualcomm® Dragonwing™ IQ-9075 0.346 ms 0 - 9 MB NPU
GoogLeNet TFLITE w8a8 Qualcomm® Dragonwing™ Q-6690 2.246 ms 0 - 33 MB NPU
GoogLeNet TFLITE w8a8 Qualcomm® Dragonwing™ Q-7790 0.332 ms 0 - 33 MB NPU
GoogLeNet TFLITE w8a8 Qualcomm® Dragonwing™ Q-8750 0.164 ms 0 - 38 MB NPU
GoogLeNet TFLITE w8a8 Qualcomm® SA7255P 0.826 ms 0 - 32 MB NPU
GoogLeNet TFLITE w8a8 Qualcomm® SA8295P 0.521 ms 0 - 30 MB NPU
GoogLeNet TFLITE w8a8 Snapdragon® 7 Gen 4 Mobile 0.332 ms 0 - 33 MB NPU

License

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

References

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