Learning from Future: A Novel Self-Training Framework for Semantic Segmentation

15 September 2022

Zehua Fu

Qingjie Liu

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Papers citing "Learning from Future: A Novel Self-Training Framework for Semantic Segmentation"

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Title
Semi-supervised Semantic Segmentation for Remote Sensing Images via Multi-scale Uncertainty Consistency and Cross-Teacher-Student Attention Shanwen Wang Changrui Chen Xin Sun Danfeng Hong Jungong Han 104 0 0 18 Jan 2025
Unbiased Subclass Regularization for Semi-Supervised Semantic Segmentation Dayan Guan Jiaxing Huang Aoran Xiao Shijian Lu 50 43 0 18 Mar 2022
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation Ruihuang Li Shuai Li Chenhang He Yabin Zhang Xu Jia Lei Zhang 72 84 0 18 Mar 2022
Self-Training: A Survey Massih-Reza Amini Vasilii Feofanov Loïc Pauletto Lies Hadjadj Emilie Devijver Yury Maximov SSL 84 103 0 24 Feb 2022
Context-Aware Mixup for Domain Adaptive Semantic Segmentation Qianyu Zhou Zhengyang Feng Qiqi Gu Jiangmiao Pang Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma 115 131 0 08 Aug 2021
End-to-End Semi-Supervised Object Detection with Soft Teacher Mengde Xu Zheng Zhang Han Hu Jianfeng Wang Lijuan Wang Fangyun Wei X. Bai Zicheng Liu 63 494 0 16 Jun 2021
BEiT: BERT Pre-Training of Image Transformers Hangbo Bao Li Dong Songhao Piao Furu Wei ViT 236 2,812 0 15 Jun 2021
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision Xiaokang Chen Yuhui Yuan Gang Zeng Jingdong Wang 87 780 0 02 Jun 2021
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers Enze Xie Wenhai Wang Zhiding Yu Anima Anandkumar J. Álvarez Ping Luo ViT 250 4,990 0 31 May 2021
Bootstrapping Semantic Segmentation with Regional Contrast Shikun Liu Shuaifeng Zhi Edward Johns Andrew J. Davison ISeg 55 124 0 09 Apr 2021
Cycle Self-Training for Domain Adaptation Hong Liu Jianmin Wang Mingsheng Long 93 177 0 05 Mar 2021
Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation Pan Zhang Bo Zhang Ting Zhang Dong Chen Yong Wang Fang Wen 168 496 0 26 Jan 2021
Instance Adaptive Self-Training for Unsupervised Domain Adaptation Ke Mei Chuang Zhu Jiaqi Zou Shanghang Zhang 71 307 0 27 Aug 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 345 6,773 0 13 Jun 2020
FDA: Fourier Domain Adaptation for Semantic Segmentation Yanchao Yang Stefano Soatto OOD 81 895 0 11 Apr 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 105 726 0 19 Mar 2020
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Zhedong Zheng Yi Yang NoLa 231 504 0 08 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 153 3,545 0 21 Jan 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 177 12,065 0 13 Nov 2019
Self-training with Noisy Student improves ImageNet classification Qizhe Xie Minh-Thang Luong Eduard H. Hovy Quoc V. Le NoLa 298 2,387 0 11 Nov 2019
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation Qiming Zhang Jing Zhang Wei Liu Dacheng Tao OOD 64 285 0 29 Oct 2019
When Does Self-supervision Improve Few-shot Learning? Jong-Chyi Su Subhransu Maji B. Hariharan 66 170 0 08 Oct 2019
Pseudo-Labeling and Confirmation Bias in Deep Semi-Supervised Learning Eric Arazo Diego Ortego Paul Albert Noel E. O'Connor Kevin McGuinness 107 837 0 08 Aug 2019
DADA: Depth-aware Domain Adaptation in Semantic Segmentation Tuan-Hung Vu Himalaya Jain Max Bucher Matthieu Cord P. Pérez 3DV 72 192 0 03 Apr 2019
DLOW: Domain Flow for Adaptation and Generalization R. Gong Wen Li Yuhua Chen Luc Van Gool OOD AI4CE 87 352 0 13 Dec 2018
Progressive Feature Alignment for Unsupervised Domain Adaptation Chaoqi Chen Weiping Xie Wenbing Huang Yu Rong Xinghao Ding Yue Huang Tingyang Xu Junzhou Huang 62 411 0 21 Nov 2018
Learning to Adapt Structured Output Space for Semantic Segmentation Yi-Hsuan Tsai Wei-Chih Hung S. Schulter Kihyuk Sohn Ming-Hsuan Yang Manmohan Chandraker OOD SSeg 135 1,543 0 28 Feb 2018
CyCADA: Cycle-Consistent Adversarial Domain Adaptation Judy Hoffman Eric Tzeng Taesung Park Jun-Yan Zhu Phillip Isola Kate Saenko Alexei A. Efros Trevor Darrell 136 3,001 0 08 Nov 2017
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 619 11,984 0 04 Dec 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 1.0K 11,587 0 06 Apr 2016
Domain-Adversarial Training of Neural Networks Yaroslav Ganin E. Ustinova Hana Ajakan Pascal Germain Hugo Larochelle François Laviolette M. Marchand Victor Lempitsky GAN OOD 366 9,467 0 28 May 2015