티스토리 뷰
Attention U-Net: Learning Where to Look for the Pancreas
Arc Lab. 2019. 9. 4. 15:39[업데이트 2019.09.04 15:36]
1. 논문
Attention U-Net: Learning Where to Look for the Pancreas
Ozan Oktay, Jo Schlemper, Loic Le Folgoc, Matthew Lee, Mattias Heinrich, Kazunari Misawa, Kensaku Mori, Steven McDonagh, Nils Y Hammerla, Bernhard Kainz, Ben Glocker, Daniel Rueckert(Submitted on 11 Apr 2018 (v1), last revised 20 May 2018 (this version, v3))
https://arxiv.org/abs/1804.03999
- GitHub: https://github.com/ozan-oktay/Attention-Gated-Networks
- Kaggle: https://www.kaggle.com/c/tgs-salt-identification-challenge/discussion/64367
- Keras-retinanet: https://github.com/fizyr/keras-retinanet/issues/959
2. 요약
- We propose a novel attention gate (AG) model for medical imaging that automatically learns to focus on target structures of varying shapes and sizes. Models trained with AGs implicitly learn to suppress irrelevant regions in an input image while highlighting salient features useful for a specific task. This enables us to eliminate the necessity of using explicit external tissue/organ localisation modules of cascaded convolutional neural networks (CNNs).
- AGs can be easily integrated into standard CNN architectures such as the U-Net model with minimal computational overhead while increasing the model sensitivity and prediction accuracy. The proposed Attention U-Net architecture is evaluated on two large CT abdominal datasets for multi-class image segmentation.
- Experimental results show that AGs consistently improve the prediction performance of U-Net across different datasets and training sizes while preserving computational efficiency. The code for the proposed architecture is publicly available.
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