shikharmn / Attention-Gated-Networks

Use of Attention Gates in a Convolutional Neural Network / Medical Image Classification and Segmentation

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", MIDL'18, Amsterdam
   Conference Paper
   Conference Poster

2. "Attention U-Net: Learning Where to Look for the Pancreas", MIDL'18, Amsterdam
   Conference Paper
   Conference Poster

Installation

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