Title
Assessing Coarse-to-Fine Deep Learning Models for Optic Disc and Cup Segmentation in Fundus Images Eugenia Moris Nicolás Dazeo Maria Paula Albina de Rueda Francisco Filizzola N. Iannuzzo Danila Nejamkin Kevin Wignall Mercedes Leguía Ignacio Larrabide J. Orlando 24 2 0 28 Sep 2022
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Segmentation-based Information Extraction and Amalgamation in Fundus Images for Glaucoma Detection Yanni Wang Gang Yang Dayong Ding Jianchun Zhao 25 0 0 23 Sep 2022
Joint Debiased Representation and Image Clustering Learning with Self-Supervision Shun Zheng JaeEun Nam Emilio Dorigatti Bernd Bischl Shekoofeh Azizi Mina Rezaei SSL 24 0 0 14 Sep 2022
Contrastive Semi-supervised Learning for Domain Adaptive Segmentation Across Similar Anatomical Structures Ran Gu Jingyang Zhang Guotai Wang Wenhui Lei Tao Song Xiaofan Zhang Kang Li Shaoting Zhang 37 41 0 18 Aug 2022
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Personalizing Federated Medical Image Segmentation via Local Calibration Jiacheng Wang Yueming Jin Liansheng Wang FedML 18 31 0 11 Jul 2022
Unsupervised Domain Adaptive Fundus Image Segmentation with Category-level Regularization Wei Feng Lin Wang Lie Ju Xin Zhao Xin Wang Xiaoyu Shi Z. Ge OOD 22 14 0 08 Jul 2022
Single-domain Generalization in Medical Image Segmentation via Test-time Adaptation from Shape Dictionary Quande Liu Cheng Chen Qi Dou Pheng-Ann Heng OOD 62 36 0 29 Jun 2022
Learning self-calibrated optic disc and cup segmentation from multi-rater annotations Junde Wu Huihui Fang Fangxin Shang Zhao-Yang Wang Dalu Yang Wenshuo Zhou Yehui Yang Yanwu Xu 25 16 0 10 Jun 2022
Transforming medical imaging with Transformers? A comparative review of key properties, current progresses, and future perspectives Jun Li Junyu Chen Yucheng Tang Ce Wang Bennett A. Landman S. K. Zhou ViT OOD MedIm 28 24 0 02 Jun 2022
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation Mehmet Özgür Türkoglu Alexander Becker H. Gündüz Mina Rezaei Bernd Bischl Rodrigo Caye Daudt Stefano Dáronco Jan Dirk Wegner Konrad Schindler FedML UQCV 48 25 0 31 May 2022
Contrastive Domain Disentanglement for Generalizable Medical Image Segmentation Ran Gu Jiangshan Lu Jingyang Zhang Wenhui Lei Xiaofan Zhang Guotai Wang Shaoting Zhang 13 2 0 13 May 2022
FundusQ-Net: a Regression Quality Assessment Deep Learning Algorithm for Fundus Images Quality Grading Or Abramovich Hadas Pizem Jan Van Eijgen Ilan Oren Joshua Melamed Ingeborg Stalmans E. Blumenthal Joachim A. Behar MedIm 17 28 0 02 May 2022
IOP-FL: Inside-Outside Personalization for Federated Medical Image Segmentation Meirui Jiang Hongzheng Yang Chen Cheng Qianming Dou 42 32 0 16 Apr 2022
TVConv: Efficient Translation Variant Convolution for Layout-aware Visual Processing Jie Chen Tianlang He Weipeng Zhuo Li Ma Sangtae Ha Shueng-Han Gary Chan CVBM 21 24 0 20 Mar 2022
EyeLoveGAN: Exploiting domain-shifts to boost network learning with cycleGANs Josefine Vilsbøll Sundgaard K. A. Juhl Jakob M Slipsager 24 0 0 10 Mar 2022
JOINED : Prior Guided Multi-task Learning for Joint Optic Disc/Cup Segmentation and Fovea Detection Huaqing He Li Lin Zhiyuan Cai Xiaoying Tang 28 11 0 01 Mar 2022
Deep Dirichlet uncertainty for unsupervised out-of-distribution detection of eye fundus photographs in glaucoma screening Teresa Araújo Guilherme Aresta Hrvoje Bogunović UQCV OOD 16 2 0 25 Feb 2022
REFUGE2 Challenge: A Treasure Trove for Multi-Dimension Analysis and Evaluation in Glaucoma Screening Huihui Fang Fei Li Junde Wu Huazhu Fu Xu Sun ... Jian Yang J. Orlando Hrvoje Bogunović Xiulan Zhang Yanwu Xu 37 28 0 18 Feb 2022
GAMMA Challenge:Glaucoma grAding from Multi-Modality imAges Junde Wu Huihui Fang Fei Li Huazhu Fu Fengbin Lin ... Q. Hu Hrvoje Bogunović J. Orlando Xiulan Zhang Yanwu Xu 49 61 0 14 Feb 2022
Opinions Vary? Diagnosis First! Junde Wu Huihui Fang Dalu Yang Binghong Wu Wenshuo Zhou Fangxin Shang Yehui Yang Yanwu Xu 35 3 0 14 Feb 2022
Transformers in Medical Imaging: A Survey Fahad Shamshad Salman Khan Syed Waqas Zamir Muhammad Haris Khan Munawar Hayat Fahad Shahbaz Khan Huazhu Fu ViT LM&MA MedIm 111 663 0 24 Jan 2022
QU-BraTS: MICCAI BraTS 2020 Challenge on Quantifying Uncertainty in Brain Tumor Segmentation - Analysis of Ranking Scores and Benchmarking Results Raghav Mehta Angelos Filos Ujjwal Baid C. Sako Richard McKinley ... Christos Davatzikos Bjoern H. Menze Spyridon Bakas Y. Gal Tal Arbel UQCV 22 45 0 19 Dec 2021
Multiscale Softmax Cross Entropy for Fovea Localization on Color Fundus Photography Yuli Wu Peter Walter Dorit Merhof 20 0 0 08 Dec 2021
BI-GCN: Boundary-Aware Input-Dependent Graph Convolution Network for Biomedical Image Segmentation Y. Meng Hongrun Zhang Dongxu Gao Yitian Zhao Xiaoyun Yang Xuesheng Qian Xiaowei Huang Yalin Zheng GNN 19 27 0 27 Oct 2021
CADA: Multi-scale Collaborative Adversarial Domain Adaptation for Unsupervised Optic Disc and Cup Segmentation Peng Liu Charlie Tran Bin Kong R. Fang 37 17 0 05 Oct 2021
Deep Variational Clustering Framework for Self-labeling of Large-scale Medical Images Farzin Soleymani M. Eslami T. Elze B. Bischl Mina Rezaei 22 5 0 22 Sep 2021
Source-Free Domain Adaptive Fundus Image Segmentation with Denoised Pseudo-Labeling Cheng Chen Quande Liu Yueming Jin Qi Dou Pheng-Ann Heng 33 101 0 19 Sep 2021
HCDG: A Hierarchical Consistency Framework for Domain Generalization on Medical Image Segmentation Yijun Yang Shujun Wang Lei Zhu Lequan Yu 39 10 0 13 Sep 2021
Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation Shishuai Hu Zehui Liao Jianpeng Zhang Yong-quan Xia OOD MedIm 31 56 0 13 Sep 2021
Joint Debiased Representation Learning and Imbalanced Data Clustering Mina Rezaei Emilio Dorigatti David Rügamer Bernd Bischl SSL 27 3 0 11 Sep 2021
Deep Reinforcement Learning in Computer Vision: A Comprehensive Survey Ngan Le V. Rathour Kashu Yamazaki Khoa Luu Marios Savvides VLM AI4TS 16 156 0 25 Aug 2021
Semi-supervised learning for medical image classification using imbalanced training data T. Huynh Aiden Nibali Zhen He 24 70 0 20 Aug 2021
Semi-weakly Supervised Contrastive Representation Learning for Retinal Fundus Images Boon Peng Yap B. Ng SSL 36 3 0 04 Aug 2021
Projective Skip-Connections for Segmentation Along a Subset of Dimensions in Retinal OCT Dmitrii Lachinov Philipp Seeboeck Julia Mai U. Schmidt-Erfurth Hrvoje Bogunović 24 18 0 02 Aug 2021
Few-Shot Domain Adaptation with Polymorphic Transformers Shaohua Li Xiuchao Sui Jie Fu Huazhu Fu Xiangde Luo Yangqin Feng Xinxing Xu Yong Liu Daniel Ting Rick Siow Mong Goh ViT MedIm 24 20 0 10 Jul 2021
U-Net with Hierarchical Bottleneck Attention for Landmark Detection in Fundus Images of the Degenerated Retina Shuyun Tang Z. Qi Jacob Granley M. Beyeler 21 9 0 09 Jul 2021
A Systematic Collection of Medical Image Datasets for Deep Learning Johann Li Guangming Zhu Cong Hua Mingtao Feng Basheer Bennamoun ... Xu Xu Lin Mei Liang Zhang Syed Afaq Ali Shah Bennamoun OOD 46 50 0 24 Jun 2021
Graph-Based Deep Learning for Medical Diagnosis and Analysis: Past, Present and Future David Ahmedt-Aristizabal M. Armin Simon Denman Clinton Fookes L. Petersson 23 178 0 27 May 2021
Medical Image Segmentation Using Squeeze-and-Expansion Transformers Shaohua Li Xiuchao Sui Xiangde Luo Xinxing Xu Yong Liu Rick Siow Mong Goh ViT MedIm 17 166 0 20 May 2021
Self-Adaptive Transfer Learning for Multicenter Glaucoma Classification in Fundus Retina Images Yiming Bao Jun Wang Tong Li Linyan Wang Jianwei Xu Juan Ye Xiaobo Li OOD 18 3 0 07 May 2021
M-Net with Bidirectional ConvLSTM for Cup and Disc Segmentation in Fundus Images M. Khan Syed Muhammad Anwar MedIm 13 5 0 08 Apr 2021
Deep learning on fundus images detects glaucoma beyond the optic disc Ruben Hemelings B. Elen J. Barbosa-Breda Matthew B. Blaschko P. Boever Ingeborg Stalmans MedIm 28 59 0 22 Mar 2021
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency Space Quande Liu Cheng Chen J. Qin Qi Dou Pheng-Ann Heng OOD FedML 41 428 0 10 Mar 2021
Medical Datasets Collections for Artificial Intelligence-based Medical Image Analysis Yang Wen 11 0 0 02 Feb 2021
Deep Triplet Hashing Network for Case-based Medical Image Retrieval Jiansheng Fang Huazhu Fu Jiang-Dong Liu MedIm 14 39 0 29 Jan 2021
Applications of Deep Learning in Fundus Images: A Review Tao Li Wang Bo Chunyu Hu Hong Kang Hanruo Liu Kai Wang Huazhu Fu 22 255 0 25 Jan 2021