Attention Gated Networks
(Image Classification & Segmentation)

Pytorch implementation of attention gates used in U-Net and VGG-16 models. The framework can be utilised in both medical image classification and segmentation tasks.

The schematics of the proposed Attention-Gated Sononet

The schematics of the proposed additive attention gate

References:

1. "Attention-Gated Networks for Improving Ultrasound Scan Plane Detection"
   https://openreview.net/pdf?id=BJtn7-3sM

2. "Attention U-Net: Learning Where to Look for the Pancreas"
   https://openreview.net/pdf?id=Skft7cijM

Installation

pip install --process-dependency-links -e .