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Use of Attention Gates in a Convolutional Neural Network / Medical Image Classification and Segmentation
| Date | Stars |
|---|---|
| 2026-07-31 | 2064 |
| 2026-08-01 | 2064 |
| 2026-08-03 | 2064 |
| 2026-08-04 | 2064 |
| 2026-08-06 | 2064 |
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# Attention Gated Networks <br /> (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.
<p align="center">
<img src="figures/figure1.png" width="640"> <br />
<em> The schematics of the proposed Attention-Gated Sononet</em>
</p>
<p align="center">
<img src="figures/figure2.jpg" width="640"> <br />
<em> The schematics of the proposed additive attention gate</em>
</p>
### References:
1) "Attention-Gated Networks for Improving Ultrasound Scan Plane Detection", MIDL'18, Amsterdam <br />
[Conference Paper](https://openreview.net/pdf?id=BJtn7-3sM) <br />
[Conference Poster](https://www.doc.ic.ac.uk/~oo2113/posters/MIDL2018_poster_Jo.pdf)
2) "Attention U-Net: Learning Where to Look for the Pancreas", MIDL'18, Amsterdam <br />
[Conference Paper](https://openreview.net/pdf?id=Skft7cijM) <br />
[Conference Poster](https://www.doc.ic.ac.uk/~oo2113/posters/MIDL2018_poster.pdf)
### Installation
pip install --process-dependency-links -e .
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Imad Toubal · Waymo
1
Would you bet a product on this? Bounded 0–100 and slow moving.
matched fp:6af2bf6328ca6d5b, topic:image-segmentation, topic:image-classification, desc:image classification