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EfficientNet-B0

Image Classification
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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 2.50, ONNX Runtime 1.30.0 Download
ONNX w8a16 Universal QAIRT 2.45, ONNX Runtime 1.27.1 Download
ONNX w8a16_mixed_int16 Universal QAIRT 2.50, ONNX Runtime 1.30.0 Download
QNN_DLC float Universal QAIRT 2.50 Download
QNN_DLC w8a16 Universal QAIRT 2.45 Download
QNN_DLC w8a16_mixed_int16 Universal QAIRT 2.50 Download
TFLITE float Universal QAIRT 2.50 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® 8 Elite Gen 5 For Galaxy Mobile 0.548 ms 0 - 42 MB NPU
EfficientNet-B0 ONNX float Snapdragon® 8 Elite For Galaxy Mobile 0.702 ms 0 - 46 MB NPU
EfficientNet-B0 ONNX float Snapdragon® X2 Elite 0.662 ms 2 - 2 MB NPU
EfficientNet-B0 ONNX float Snapdragon® X Elite 1.299 ms 14 - 14 MB NPU
EfficientNet-B0 ONNX float Snapdragon® 8 Gen 3 Mobile 0.901 ms 0 - 69 MB NPU
EfficientNet-B0 ONNX float Snapdragon® 8 Gen 1 Mobile 2.773 ms 1 - 81 MB NPU
EfficientNet-B0 ONNX float Qualcomm® Dragonwing™ IQ-8275 1.606 ms 1 - 5 MB NPU
EfficientNet-B0 ONNX float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.259 ms 0 - 15 MB NPU
EfficientNet-B0 ONNX float Qualcomm® QCS8450 2.773 ms 1 - 81 MB NPU
EfficientNet-B0 ONNX float Qualcomm® Dragonwing™ IQ-9075 1.616 ms 1 - 4 MB NPU
EfficientNet-B0 ONNX float Qualcomm® Dragonwing™ IQ-X7181 1.299 ms 14 - 14 MB NPU
EfficientNet-B0 ONNX float Qualcomm® Dragonwing™ Q-8750 0.702 ms 0 - 46 MB NPU
EfficientNet-B0 ONNX w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.555 ms 0 - 60 MB NPU
EfficientNet-B0 ONNX w8a16 Snapdragon® 8 Elite For Galaxy Mobile 0.668 ms 0 - 57 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® 7 Gen 4 Mobile 1.444 ms 2 - 60 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.571 ms 0 - 63 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 0.668 ms 0 - 63 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® X2 Elite 0.588 ms 1 - 1 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® X Elite 1.509 ms 6 - 6 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 0.953 ms 0 - 82 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 1.398 ms 0 - 4 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.454 ms 0 - 9 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 1.614 ms 0 - 3 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 1.509 ms 6 - 6 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 6.19 ms 0 - 178 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 1.495 ms 0 - 63 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 0.668 ms 0 - 63 MB NPU
EfficientNet-B0 ONNX w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 1.495 ms 0 - 63 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.608 ms 1 - 42 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® 8 Elite For Galaxy Mobile 0.816 ms 1 - 44 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® X2 Elite 0.839 ms 1 - 1 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® X Elite 1.729 ms 1 - 1 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® 8 Gen 3 Mobile 1.081 ms 0 - 63 MB NPU
EfficientNet-B0 QNN_DLC float Snapdragon® 8 Gen 1 Mobile 3.383 ms 0 - 76 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® Dragonwing™ IQ-8275 1.787 ms 1 - 4 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.539 ms 1 - 2 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® QCS8450 3.383 ms 0 - 76 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® Dragonwing™ IQ-9075 1.896 ms 3 - 5 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® Dragonwing™ IQ-X7181 1.729 ms 1 - 1 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® Dragonwing™ Q-8750 0.816 ms 1 - 44 MB NPU
EfficientNet-B0 QNN_DLC float Qualcomm® SA8295P 3.458 ms 0 - 46 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.645 ms 0 - 47 MB NPU
EfficientNet-B0 QNN_DLC w8a16 Snapdragon® 8 Elite For Galaxy Mobile 0.773 ms 0 - 46 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® 7 Gen 4 Mobile 1.708 ms 0 - 48 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.641 ms 0 - 52 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Elite For Galaxy Mobile 0.782 ms 0 - 56 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® X2 Elite 0.814 ms 0 - 0 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® X Elite 1.921 ms 0 - 0 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® 8 Gen 3 Mobile 1.14 ms 0 - 72 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-8275 1.604 ms 0 - 4 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.695 ms 0 - 2 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8775P 1.981 ms 0 - 58 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8650P 1.981 ms 0 - 58 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® SA8255P 1.981 ms 0 - 58 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-9075 1.825 ms 0 - 3 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ IQ-X7181 1.921 ms 0 - 0 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-6690 7.543 ms 0 - 167 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-7790 1.755 ms 0 - 53 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® Dragonwing™ Q-8750 0.782 ms 0 - 56 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Qualcomm® SA7255P 3.349 ms 0 - 53 MB NPU
EfficientNet-B0 QNN_DLC w8a16_mixed_int16 Snapdragon® 7 Gen 4 Mobile 1.755 ms 0 - 53 MB NPU
EfficientNet-B0 TFLITE float Snapdragon® 8 Elite Gen 5 For Galaxy Mobile 0.616 ms 0 - 45 MB NPU
EfficientNet-B0 TFLITE float Snapdragon® 8 Elite For Galaxy Mobile 0.817 ms 0 - 48 MB NPU
EfficientNet-B0 TFLITE float Snapdragon® 8 Gen 3 Mobile 1.088 ms 0 - 70 MB NPU
EfficientNet-B0 TFLITE float Snapdragon® 8 Gen 1 Mobile 3.375 ms 0 - 86 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® Dragonwing™ IQ-8275 1.805 ms 0 - 17 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® Dragonwing™ QCS8550 (Proxy) 1.541 ms 0 - 77 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® SA8775P 5.79 ms 0 - 28 MB GPU
EfficientNet-B0 TFLITE float Qualcomm® SA8650P 5.79 ms 0 - 28 MB GPU
EfficientNet-B0 TFLITE float Qualcomm® SA8255P 5.79 ms 0 - 28 MB GPU
EfficientNet-B0 TFLITE float Qualcomm® QCS8450 3.375 ms 0 - 86 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® Dragonwing™ IQ-9075 1.869 ms 0 - 16 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® Dragonwing™ Q-8750 0.817 ms 0 - 48 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® SA7255P 4.897 ms 0 - 45 MB NPU
EfficientNet-B0 TFLITE float Qualcomm® SA8295P 3.467 ms 0 - 51 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