Segmentation models

lastmod 2020-07-20created 2020-07-202 edits

Segmentation models with pretrained backbones. Keras and TensorFlow Keras.

Features

The main features of this library are:

• High level API (just two lines of code to create model for segmentation)
• 4 models architectures for binary and multi-class image segmentation (including legendary Unet)
• 25 available backbones for each architecture
• All backbones have pre-trained weights for faster and better convergence
• Helpful segmentation losses (Jaccard, Dice, Focal) and metrics (IoU, F-score)

Important note

Some models of version 1.* are not compatible with previously trained models, if you have such models and want to load them - roll back with:

$ pip install -U segmentation-models==0.2.1

Backbones

See also

• Segmentation
• Object Detection
• Deep learning

Favorite site

• Github - Segmentation models