Open-Set Semi-Supervised Learning for Long-Tailed Medical Datasets

20 May 2025

Daniya Najiha Abdul Kareem

Papers citing "Open-Set Semi-Supervised Learning for Long-Tailed Medical Datasets"

22 / 22 papers shown

Title
Improving 3D Medical Image Segmentation at Boundary Regions using Local Self-attention and Global Volume Mixing Daniya Najiha Abdul Kareem Mustansar Fiaz Noa Novershtern Jacob Hanna Hisham Cholakkal 52 4 0 20 Oct 2024
Medical Image Segmentation Using Directional Window Attention Daniya Najiha Abdul Kareem Mustansar Fiaz Noa Novershtern Hisham Cholakkal ViT MedIm 138 2 0 25 Jun 2024
IOMatch: Simplifying Open-Set Semi-Supervised Learning with Joint Inliers and Outliers Utilization Zekun Li Lei Qi Yinghuan Shi Yang Gao 49 30 0 25 Aug 2023
Understanding Imbalanced Semantic Segmentation Through Neural Collapse Zhisheng Zhong Jiequan Cui Yibo Yang Xiaoyang Wu Xiaojuan Qi Xinming Zhang Jiaya Jia 167 49 0 03 Jan 2023
Neural Collapse: A Review on Modelling Principles and Generalization Vignesh Kothapalli 76 77 0 08 Jun 2022
DiRA: Discriminative, Restorative, and Adversarial Learning for Self-supervised Medical Image Analysis F. Haghighi M. Taher Michael B. Gotway Jianming Liang MedIm 61 72 0 21 Apr 2022
Long-Tailed Recognition via Weight Balancing Shaden Alshammari Yu-Xiong Wang Deva Ramanan Shu Kong MQ 48 145 0 27 Mar 2022
SimMatch: Semi-supervised Learning with Similarity Matching Mingkai Zheng Shan You Lang Huang Fei Wang Chao Qian Chang Xu 71 178 0 14 Mar 2022
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Jiancheng Yang Rui Shi D. Wei Zequan Liu Lin Zhao B. Ke Hanspeter Pfister Bingbing Ni VLM 241 675 0 27 Oct 2021
FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling Bowen Zhang Yidong Wang Wenxin Hou Hao Wu Jindong Wang Manabu Okumura T. Shinozaki AAML 321 883 0 15 Oct 2021
Semi-supervised classification of radiology images with NoTeacher: A Teacher that is not Mean Balagopal Unnikrishnan C. Nguyen Shafa Balaram Chao Li Chuan-Sheng Foo Pavitra Krishnaswamy 21 8 0 10 Aug 2021
OpenMatch: Open-set Consistency Regularization for Semi-supervised Learning with Outliers Kuniaki Saito Donghyun Kim Kate Saenko 39 64 0 28 May 2021
OVANet: One-vs-All Network for Universal Domain Adaptation Kuniaki Saito Kate Saenko 72 149 0 07 Apr 2021
Self-supervised Mean Teacher for Semi-supervised Chest X-ray Classification Fengbei Liu Yu Tian F. Cordeiro Vasileios Belagiannis Ian Reid G. Carneiro 43 41 0 05 Mar 2021
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization Junnan Li Caiming Xiong Guosheng Lin SSL 68 257 0 23 Nov 2020
Prevalence of Neural Collapse during the terminal phase of deep learning training Vardan Papyan Xuemei Han D. Donoho 105 563 0 18 Aug 2020
BCN20000: Dermoscopic Lesions in the Wild Marc Combalia Noel Codella V. Rotemberg Brian Helba Verónica Vilaplana ... Cristina Carrera Alicia Barreiro Allan Halpern S. Puig J. Malvehy 53 437 0 06 Aug 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 123 3,009 0 06 May 2019
Skin Lesion Analysis Toward Melanoma Detection: A Challenge at the 2017 International Symposium on Biomedical Imaging (ISBI), Hosted by the International Skin Imaging Collaboration (ISIC) Noel Codella D. Gutman M. E. Celebi Brian Helba Michael Marchetti ... Aadi Kalloo Konstantinos Liopyris N. Mishra Harald Kittler Allan Halpern 69 2,062 0 13 Oct 2017
Boosting Deep Learning Risk Prediction with Generative Adversarial Networks for Electronic Health Records Zhengping Che Yu Cheng Shuangfei Zhai Zhaonan Sun Yan Liu OOD 40 160 0 06 Sep 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 555 10,726 0 19 Feb 2017
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015