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UCC: Uncertainty guided Cross-head Co-training for Semi-Supervised Semantic Segmentation

20 May 2022

Papers citing "UCC: Uncertainty guided Cross-head Co-training for Semi-Supervised Semantic Segmentation"

37 / 37 papers shown

Title
IGL-DT: Iterative Global-Local Feature Learning with Dual-Teacher Semantic Segmentation Framework under Limited Annotation Scheme Dinh Dai Quan Tran Hoang-Thien Nguyen. Thanh-Huy Nguyen Thanh-Huy Nguyen Gia-Van To T. Nguyen Quan Nguyen 276 0 0 14 Apr 2025
NuGrounding: A Multi-View 3D Visual Grounding Framework in Autonomous Driving Fuhao Li Huan Jin Bin-Bin Gao Liaoyuan Fan Lihui Jiang Long Zeng 99 2 0 28 Mar 2025
Towards A Robust Group-level Emotion Recognition via Uncertainty-Aware Learning Qing Zhu Qirong Mao Jialin Zhang Xiaohua Huang Wenming Zheng 49 2 0 06 Oct 2023
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning Hanzhe Hu Fangyun Wei Han Hu Qiwei Ye J. Cui Liwei Wang 67 161 0 11 Oct 2021
Pixel Contrastive-Consistent Semi-Supervised Semantic Segmentation Yuanyi Zhong Bodi Yuan Hong Wu Zhiqiang Yuan Jian Peng Yu-Xiong Wang 88 172 0 20 Aug 2021
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference Peng Tu Yawen Huang Rongrong Ji Feng Zheng Ling Shao 50 7 0 29 Jun 2021
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision Xiaokang Chen Yuhui Yuan Gang Zeng Jingdong Wang 98 786 0 02 Jun 2021
Focus on Local: Detecting Lane Marker from Bottom Up via Key Point Z. Qu Huan Jin Yang Zhou Zhen Yang Wei Zhang 106 133 0 28 May 2021
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation Jianlong Yuan Yifan Liu Chunhua Shen Zhibin Wang Hao Li 45 112 0 15 Apr 2021
Bootstrapping Semantic Segmentation with Regional Contrast Shikun Liu Shuaifeng Zhi Edward Johns Andrew J. Davison ISeg 60 124 0 09 Apr 2021
A Survey on Deep Semi-supervised Learning Xiangli Yang Zixing Song Irwin King Zenglin Xu 108 588 0 28 Feb 2021
CReST: A Class-Rebalancing Self-Training Framework for Imbalanced Semi-Supervised Learning Chen Wei Kihyuk Sohn Clayton Mellina Alan Yuille Fan Yang CLL 100 265 0 18 Feb 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Huayu Chen A. Srinivas Rui Qian Nayeon Lee E. D. Cubuk Quoc V. Le Barret Zoph ISeg 304 992 0 13 Dec 2020
Guided Collaborative Training for Pixel-wise Semi-Supervised Learning Zhanghan Ke Di Qiu Kaican Li Qiong Yan Rynson W. H. Lau 60 252 0 12 Aug 2020
DMT: Dynamic Mutual Training for Semi-Supervised Learning Zhengyang Feng Qianyu Zhou Qiqi Gu Xin Tan Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma 44 171 0 18 Apr 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 127 729 0 19 Mar 2020
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence Kihyuk Sohn David Berthelot Chun-Liang Li Zizhao Zhang Nicholas Carlini E. D. Cubuk Alexey Kurakin Han Zhang Colin Raffel AAML 160 3,572 0 21 Jan 2020
Adversarial Domain Adaptation with Domain Mixup Minghao Xu Jian Zhang Bingbing Ni Teng Li Chengjie Wang Qi Tian Wenjun Zhang 63 447 0 04 Dec 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 315 2,392 0 11 Nov 2019
Dual Student: Breaking the Limits of the Teacher in Semi-supervised Learning Zhanghan Ke Daoye Wang Qiong Yan Jimmy S. J. Ren Rynson W. H. Lau 45 215 0 03 Sep 2019
Deep High-Resolution Representation Learning for Visual Recognition Jingdong Wang Ke Sun Tianheng Cheng Borui Jiang Chaorui Deng ... Yadong Mu Mingkui Tan Xinggang Wang Wenyu Liu Bin Xiao 393 3,627 0 20 Aug 2019
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency Sudhanshu Mittal Maxim Tatarchenko Thomas Brox SSL 76 377 0 15 Aug 2019
Semi-Supervised Learning by Augmented Distribution Alignment Qin Wang Wen Li Luc Van Gool 70 70 0 20 May 2019
S4L: Self-Supervised Semi-Supervised Learning Xiaohua Zhai Avital Oliver Alexander Kolesnikov Lucas Beyer SSL VLM 105 797 0 09 May 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 156 3,033 0 06 May 2019
Billion-scale semi-supervised learning for image classification I. Z. Yalniz Hervé Jégou Kan Chen Manohar Paluri D. Mahajan SSL 102 463 0 02 May 2019
Deep Co-Training for Semi-Supervised Image Segmentation Jizong Peng Guillermo Estrada M. Pedersoli Christian Desrosiers 86 181 0 27 Mar 2019
Deep Co-Training for Semi-Supervised Image Recognition Siyuan Qiao Wei Shen Zhishuai Zhang Bo Wang Alan Yuille 59 450 0 15 Mar 2018
Adversarial Learning for Semi-Supervised Semantic Segmentation Wei-Chih Hung Yi-Hsuan Tsai Yan-Ting Liou Yen-Yu Lin Ming-Hsuan Yang GAN SSeg 125 553 0 22 Feb 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 480 13,178 0 07 Feb 2018
Data Distillation: Towards Omni-Supervised Learning Ilija Radosavovic Piotr Dollár Ross B. Girshick Georgia Gkioxari Kaiming He 84 419 0 12 Dec 2017
Generative Adversarial Networks: An Overview Antonia Creswell Tom White Vincent Dumoulin Kai Arulkumaran B. Sengupta Anil A Bharath GAN 118 3,059 0 19 Oct 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 232 8,488 0 17 Jun 2017
Temporal Ensembling for Semi-Supervised Learning S. Laine Timo Aila UQCV 187 2,567 0 07 Oct 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 267 18,267 0 02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 747 37,890 0 20 May 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 1.1K 11,644 0 06 Apr 2016