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EfficientNet-B0

Image Classification
PyTorch
backbone
bu_auto
android
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EfficientNet-B0: Optimized for Qualcomm Devices

EfficientNetB0 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 EfficientNet-B0 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 w8a16 Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
ONNX w8a16_mixed_int16 Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
QNN_DLC float Universal QAIRT 2.45 Download
QNN_DLC w8a16 Universal QAIRT 2.45 Download
QNN_DLC w8a16_mixed_int16 Universal QAIRT 2.45 Download
TFLITE float Universal QAIRT 2.45 Download

For more device-specific assets and performance metrics, visit EfficientNet-B0 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 EfficientNet-B0 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): 20.1 MB
  • Model size (w8a16): 6.99 MB
  • Number of parameters: 5.27M

Performance Summary

Model Runtime Precision Chipset Inference Time (ms) Peak Memory Range (MB) Primary Compute Unit
EfficientNet-B0 ONNX float Snapdragon® X2 Elite 0.656 ms 2 - 2 MB NPU
EfficientNet-B0 ONNX float Snapdragon® X Elite 1.315 ms 14 - 14 MB NPU
EfficientNet-B0 ONNX float Snapdragon® 8 Gen 3 Mobile 0.904 ms 0 - 69 MB NPU
EfficientNet-B0 ONNX float Snapdragon® 8 Gen 1 Mobile 2.88 ms 1 - 78 MB NPU
EfficientNet-B0 ONNX float Qualcomm® Dragonwing™ IQ-8275 1.605 ms 1 - 4 MB NPU
EfficientNet-B0 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.259 ms 0 - 16 MB NPU
EfficientNet-B0 ONNX float Qualcomm® QCS8450 2.88 ms 1 - 78 MB NPU
EfficientNet-B0 ONNX float Qualcomm® Dragonwing™ IQ-9075 1.628 ms 1 - 3 MB NPU
EfficientNet-B0 ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.315 ms 14 - 14 MB NPU
EfficientNet-B0 ONNX float Qualcomm® Dragonwing™ Q-8750 0.697 ms 0 - 38 MB NPU
EfficientNet-B0 ONNX float Snapdragon® 8 Elite Mobile 0.697 ms 0 - 38 MB NPU
EfficientNet-B0 ONNX float Snapdragon® 8 Elite Gen 5 Mobile 0.552 ms 0 - 43 MB NPU
EfficientNet-B0 ONNX w8a16 Snapdragon® X2 Elite 0.571 ms 1 - 1 MB NPU
EfficientNet-B0 ONNX w8a16 Snapdragon® X Elite 1.486 ms 6 - 6 MB NPU
EfficientNet-B0 ONNX w8a16 Snapdragon® 8 Gen 3 Mobile 0.949 ms 0 - 82 MB NPU
EfficientNet-B0 ONNX w8a16 Snapdragon® 8 Gen 1 Mobile 1.659 ms 0 - 83 MB NPU
EfficientNet-B0 ONNX w8a16 Qualcomm® Dragonwing™ QCS6490 3.816 ms 0 - 3 MB NPU
EfficientNet-B0 ONNX w8a16 Qualcomm® Dragonwing™ IQ-8275 1.363 ms 0 - 4 MB NPU
EfficientNet-B0 ONNX w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.425 ms 0 - 102 MB NPU
EfficientNet-B0 ONNX w8a16 Qualcomm® QCS8450 1.659 ms 0 - 83 MB NPU
EfficientNet-B0 ONNX w8a16 Qualcomm® Dragonwing™ IQ-9075 1.576 ms 0 - 3 MB NPU
EfficientNet-B0 ONNX w8a16 Qualcomm® Dragonwing™ IQ-X7181 1.486 ms 6 - 6 MB NPU
EfficientNet-B0 ONNX w8a16 Qualcomm® Dragonwing™ Q-6690 5.691 ms 0 - 65 MB NPU
EfficientNet-B0 ONNX w8a16 Qualcomm® Dragonwing™ Q-7790 1.444 ms 2 - 60 MB NPU
EfficientNet-B0 ONNX w8a16 Qualcomm® Dragonwing™ Q-8750 0.668 ms 0 - 57 MB NPU
EfficientNet-B0 ONNX w8a16 Snapdragon® 8 Elite Mobile 0.668 ms 0 - 57 MB NPU
EfficientNet-B0 ONNX w8a16 Snapdragon® 8 Elite Gen 5 Mobile 0.555 ms 0 - 60 MB NPU
EfficientNet-B0 ONNX w8a16 Snapdragon® 7 Gen 4 Mobile 1.444 ms 2 - 60 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® X2 Elite 0.584 ms 1 - 1 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® X Elite 1.491 ms 6 - 6 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 0.951 ms 0 - 84 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 1.365 ms 0 - 4 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.432 ms 0 - 9 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 1.574 ms 0 - 3 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 1.491 ms 6 - 6 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 5.892 ms 0 - 65 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 1.475 ms 0 - 59 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 0.68 ms 0 - 63 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® 8 Elite Mobile 0.68 ms 0 - 63 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 0.553 ms 0 - 63 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 1.475 ms 0 - 59 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® X2 Elite 0.844 ms 1 - 1 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® X Elite 1.753 ms 1 - 1 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 1.075 ms 0 - 65 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 3.614 ms 0 - 74 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.783 ms 1 - 4 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.562 ms 0 - 7 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® SA8775P 2.009 ms 1 - 40 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® SA8650P 2.009 ms 1 - 40 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® SA8255P 2.009 ms 1 - 40 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® QCS8450 3.614 ms 0 - 74 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.871 ms 1 - 3 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.753 ms 1 - 1 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.806 ms 1 - 36 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® SA7255P 4.947 ms 1 - 36 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® SA8295P 3.618 ms 0 - 43 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® 8 Elite Mobile 0.806 ms 1 - 36 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® 8 Elite Gen 5 Mobile 0.613 ms 1 - 42 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Snapdragon® X2 Elite 0.803 ms 0 - 0 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Snapdragon® X Elite 1.862 ms 0 - 0 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Snapdragon® 8 Gen 3 Mobile 1.132 ms 0 - 66 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Snapdragon® 8 Gen 1 Mobile 1.97 ms 0 - 68 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS6490 5.057 ms 0 - 2 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-8275 1.569 ms 0 - 3 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.672 ms 0 - 2 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® SA8775P 1.947 ms 0 - 52 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® SA8650P 1.947 ms 0 - 52 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® SA8255P 1.947 ms 0 - 52 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® QCS8450 1.97 ms 0 - 68 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-9075 1.783 ms 0 - 2 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® Dragonwing™ IQ-X7181 1.862 ms 0 - 0 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-6690 6.469 ms 0 - 164 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-7790 1.708 ms 0 - 48 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® Dragonwing™ Q-8750 0.773 ms 0 - 46 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® SA7255P 3.281 ms 0 - 47 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Qualcomm® SA8295P 2.375 ms 0 - 46 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Snapdragon® 8 Elite Mobile 0.773 ms 0 - 46 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 Mobile 0.645 ms 0 - 47 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Snapdragon® 7 Gen 4 Mobile 1.708 ms 0 - 48 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® X2 Elite 0.816 ms 0 - 0 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® X Elite 1.9 ms 0 - 0 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 1.134 ms 0 - 66 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 1.586 ms 0 - 3 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.675 ms 0 - 2 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8775P 1.951 ms 0 - 51 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8650P 1.951 ms 0 - 51 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8255P 1.951 ms 0 - 51 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 1.803 ms 0 - 2 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 1.9 ms 0 - 0 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 6.742 ms 0 - 169 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 1.718 ms 0 - 48 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 0.779 ms 0 - 47 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® SA7255P 3.3 ms 0 - 48 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Mobile 0.779 ms 0 - 47 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 Mobile 0.634 ms 0 - 47 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 1.718 ms 0 - 48 MB NPU
EfficientNet-B0 TFLITE float Snapdragon® 8 Gen 3 Mobile 1.068 ms 0 - 65 MB NPU
EfficientNet-B0 TFLITE float Snapdragon® 8 Gen 1 Mobile 3.59 ms 0 - 80 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.795 ms 0 - 17 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.532 ms 0 - 2 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® SA8775P 2.025 ms 0 - 45 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® SA8650P 2.025 ms 0 - 45 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® SA8255P 2.025 ms 0 - 45 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® QCS8450 3.59 ms 0 - 80 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.882 ms 0 - 16 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® Dragonwing™ Q-8750 0.816 ms 0 - 46 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® SA7255P 4.922 ms 0 - 41 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® SA8295P 3.634 ms 0 - 48 MB NPU
EfficientNet-B0 TFLITE float Snapdragon® 8 Elite Mobile 0.816 ms 0 - 46 MB NPU
EfficientNet-B0 TFLITE float Snapdragon® 8 Elite Gen 5 Mobile 0.611 ms 0 - 41 MB NPU

License

  • The license for the original implementation of EfficientNet-B0 can be found here.

References

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Paper for qualcomm/EfficientNet-B0