Title
ACC-UNet: A Completely Convolutional UNet model for the 2020s Nabil Ibtehaz Daisuke Kihara MedIm OOD ViT 52 46 0 25 Aug 2023
MONAI: An open-source framework for deep learning in healthcare M. Jorge Cardoso Wenqi Li Richard Brown Nic Ma E. Kerfoot ... Klaus H. Maier-Hein S. Aylward Prerna Dogra Sebastien Ourselin Andrew Feng 129 510 0 04 Nov 2022
Degradation-invariant Enhancement of Fundus Images via Pyramid Constraint Network Haofeng Liu Heng Li Huazhu Fu Ruoxiu Xiao Yunshu Gao Yan Hu Jiang-Dong Liu 53 21 0 18 Oct 2022
Wavelet Feature Maps Compression for Image-to-Image CNNs Shahaf E. Finder Yair Zohav Maor Ashkenazi Eran Treister 84 19 0 24 May 2022
Restormer: Efficient Transformer for High-Resolution Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat Fahad Shahbaz Khan Ming-Hsuan Yang ViT 182 2,249 0 18 Nov 2021
SwinIR: Image Restoration Using Swin Transformer Christos Sakaridis Jie Cao Guolei Sun Peng Sun Luc Van Gool Radu Timofte ViT 196 2,956 0 23 Aug 2021
Applications of Deep Learning in Fundus Images: A Review Tao Li Wang Bo Chunyu Hu Hong Kang Hanruo Liu Kai Wang Huazhu Fu 52 257 0 25 Jan 2021
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 682 41,483 0 22 Oct 2020
PraNet: Parallel Reverse Attention Network for Polyp Segmentation Deng-Ping Fan Ge-Peng Ji Tao Zhou Geng Chen Huazhu Fu Jianbing Shen Ling Shao ODL 235 1,175 0 13 Jun 2020
DC-UNet: Rethinking the U-Net Architecture with Dual Channel Efficient CNN for Medical Images Segmentation Ange Lou Shuyue Guan Murray H. Loew SSeg 59 187 0 31 May 2020
UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation Huimin Huang Lanfen Lin Ruofeng Tong Hongjie Hu Qiaowei Zhang Yutaro Iwamoto Xianhua Han Yenwei Chen Jian Wu SSeg 67 1,807 0 19 Apr 2020
REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs J. Orlando Huazhu Fu J. Barbosa-Breda K. V. Keer Deepti R. Bathula ... Fei Li Xiulan Zhang Yanwu Xu Xiulan Zhang Hrvoje Bogunović 134 618 0 08 Oct 2019
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 105 6,166 0 18 Jul 2018
CBAM: Convolutional Block Attention Module Sanghyun Woo Jongchan Park Joon-Young Lee In So Kweon 227 16,604 0 17 Jul 2018
Wavelet Convolutional Neural Networks S. Fujieda Kohei Takayama T. Hachisuka 60 127 0 20 May 2018
Multi-level Wavelet-CNN for Image Restoration Pengju Liu Hongzhi Zhang Peng Sun Liang Lin W. Zuo SupR 65 651 0 18 May 2018
Attention U-Net: Learning Where to Look for the Pancreas Ozan Oktay Jo Schlemper Loic Le Folgoc M. J. Lee M. Heinrich ... Jingyu Sun Nils Y. Hammerla Bernhard Kainz Ben Glocker Daniel Rueckert SSeg 161 5,068 0 11 Apr 2018
The Unreasonable Effectiveness of Deep Features as a Perceptual Metric Richard Y. Zhang Phillip Isola Alexei A. Efros Eli Shechtman Oliver Wang EGVM 384 11,938 0 11 Jan 2018
Variational Approaches for Auto-Encoding Generative Adversarial Networks Mihaela Rosca Balaji Lakshminarayanan David Warde-Farley S. Mohamed DRL GAN 78 266 0 15 Jun 2017
Adversarial Discriminative Domain Adaptation Eric Tzeng Judy Hoffman Kate Saenko Trevor Darrell GAN OOD 273 4,675 0 17 Feb 2017
Densely Connected Convolutional Networks Gao Huang Zhuang Liu Laurens van der Maaten Kilian Q. Weinberger PINN 3DV 828 36,892 0 25 Aug 2016
Deep Transfer Learning with Joint Adaptation Networks Mingsheng Long Hanhua Zhu Jianmin Wang Michael I. Jordan TTA 99 2,461 0 21 May 2016
Perceptual Losses for Real-Time Style Transfer and Super-Resolution Justin Johnson Alexandre Alahi Li Fei-Fei SupR 262 10,267 0 27 Mar 2016
Adversarial Autoencoders Alireza Makhzani Jonathon Shlens Navdeep Jaitly Ian Goodfellow Brendan J. Frey GAN 106 2,228 0 18 Nov 2015