qubvel/efficientnet

Health v2 · maintenance only

Adoption not part of the score

2100 stars · 457 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A Keras and TensorFlow Keras reimplementation of the EfficientNet convolutional neural network family (B0-B7), including ImageNet-pretrained weights. It enables lightweight, state-of-the-art image classification and transfer learning.

Use cases

• classify images with a pretrained EfficientNet model in Keras
• load EfficientNet weights for transfer learning on my own dataset
• use EfficientNet-B0 to B7 with tensorflow.keras
• build an image classifier with fewer parameters than ResNet
• fine-tune EfficientNet on ImageNet-style data
• run efficient CNN inference on CPU

When to choose

• you work in Keras or TensorFlow Keras and need EfficientNet architectures with pretrained weights
• you want high-accuracy image classification with a lightweight model
• you need a simple pip-installable model zoo for transfer learning

When to avoid

• you use PyTorch or JAX instead of Keras/TensorFlow
• you need the latest architectures like EfficientNetV2 or ConvNeXt
• you need a project under active development with frequent updates

Facets

library · maturity maintenance

machine-learning deep-learning image-processing computer-vision deep-learning computer-vision image-processing machine-learning python efficientnet keras tensorflow pretrained-models imagenet image-classification transfer-learning convolutional-neural-networks

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