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Inception-v3

Image Classification
PyTorch
backbone
android
Model card Files
xet
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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.

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: Model_use_case.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

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Paper for qualcomm/Inception-v3