Keras-UNet

Implementation of basic U-Net in Keras, along with an implementation of a U-Net with Inception Modules and U-Net with Dilated Inception Modules.

Inception Modules

Regular Inception Module

Architecture derived from https://arxiv.org/abs/1512.00567.

Dilated Inception Module

Architecture derived from https://arxiv.org/abs/1707.07128.

Model Diagrams

U-Net

Architecture and image derived from https://arxiv.org/abs/1505.04597.

U-Net w/ Inception Modules

Architecture and image derived from https://www.frontiersin.org/articles/10.3389/fncom.2019.00044/full.

U-Net w/ Dilated Inception Modules

TODO

• Update Figures to higher quality/resolution
• Add demo scripts