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PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level
Contrastive Learning and Dynamic Mix Augmentation

PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level Contrastive Learning and Dynamic Mix Augmentation

10 May 2024

Lei Zhang

Papers citing "PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level Contrastive Learning and Dynamic Mix Augmentation"

16 / 16 papers shown

Title
Exploring Cross-Image Pixel Contrast for Semantic Segmentation Wenguan Wang Tianfei Zhou Feng Yu Jifeng Dai E. Konukoglu Luc Van Gool 192 481 0 28 Jan 2021
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal Mixup Jang-Hyun Kim Wonho Choo Hyun Oh Song AAML 83 390 0 15 Sep 2020
Scribble2Label: Scribble-Supervised Cell Segmentation via Self-Generating Pseudo-Labels with Consistency Hyeonsoo Lee Won-Ki Jeong 65 113 0 23 Jun 2020
Bootstrap your own latent: A new approach to self-supervised Learning Jean-Bastien Grill Florian Strub Florent Altché Corentin Tallec Pierre Harvey Richemond ... M. G. Azar Bilal Piot Koray Kavukcuoglu Rémi Munos Michal Valko SSL 368 6,806 0 13 Jun 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 110 727 0 19 Mar 2020
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Zhedong Zheng Yi Yang NoLa 236 504 0 08 Mar 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 199 12,085 0 13 Nov 2019
Embracing Imperfect Datasets: A Review of Deep Learning Solutions for Medical Image Segmentation Nima Tajbakhsh Laura Jeyaseelan Q. Li J. Chiang Zhihao Wu Xiaowei Ding 152 763 0 27 Aug 2019
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency Sudhanshu Mittal Maxim Tatarchenko Thomas Brox SSL 69 377 0 15 Aug 2019
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable Features Sangdoo Yun Dongyoon Han Seong Joon Oh Sanghyuk Chun Junsuk Choe Y. Yoo OOD 619 4,780 0 13 May 2019
Normalized Cut Loss for Weakly-supervised CNN Segmentation Meng Tang Abdelaziz Djelouah Federico Perazzi Yuri Boykov Christopher Schroers 51 319 0 04 Apr 2018
mixup: Beyond Empirical Risk Minimization Hongyi Zhang Moustapha Cissé Yann N. Dauphin David Lopez-Paz NoLa 280 9,764 0 25 Oct 2017
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 91 2,079 0 13 Oct 2017
Improved Regularization of Convolutional Neural Networks with Cutout Terrance Devries Graham W. Taylor 112 3,765 0 15 Aug 2017
Temporal Ensembling for Semi-Supervised Learning S. Laine Timo Aila UQCV 185 2,560 0 07 Oct 2016
Simple Does It: Weakly Supervised Instance and Semantic Segmentation Anna Khoreva Rodrigo Benenson J. Hosang Matthias Hein Bernt Schiele WSOD VLM ISeg 85 746 0 24 Mar 2016

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