ST++: Make Self-training Work Better for Semi-supervised Semantic Segmentation

9 June 2021

Lei Qi

Papers citing "ST++: Make Self-training Work Better for Semi-supervised Semantic Segmentation"

41 / 41 papers shown

Title
Feedback-Driven Pseudo-Label Reliability Assessment: Redefining Thresholding for Semi-Supervised Semantic Segmentation Negin Ghamsarian Sahar Nasirihaghighi Klaus Schoeffmann Raphael Sznitman 26 0 0 12 May 2025
What is the Added Value of UDA in the VFM Era? B. B. Englert Tommie Kerssies Gijs Dubbelman 44 0 0 25 Apr 2025
Exploring Token-Level Augmentation in Vision Transformer for Semi-Supervised Semantic Segmentation Dengke Zhang Quan Tang Fagui Liu C. L. Philip Chen Haiqing Mei ViT 50 0 0 04 Mar 2025
DiffDoctor: Diagnosing Image Diffusion Models Before Treating Yiyang Wang Xi Chen Xiaogang Xu S. Ji Y. Liu Yujun Shen Hengshuang Zhao DiffM 49 0 0 21 Jan 2025
Browsing without Third-Party Cookies: What Do You See? Maxwell Lin Shihan Lin Helen Wu Karen Wang Xiaowei Yang BDL 51 8 0 14 Oct 2024
Instance Consistency Regularization for Semi-Supervised 3D Instance Segmentation Yizheng Wu Zhiyu Pan Kewei Wang Xingyi Li Jiahao Cui Liwen Xiao Guosheng Lin Zhiguo Cao ISeg 38 0 0 24 Jun 2024
Fuzzy Attention-based Border Rendering Network for Lung Organ Segmentation Sheng Zhang Yang Nan Yingying Fang Shiyi Wang Xiaodan Xing Zhifan Gao Guang Yang MedIm 35 0 0 23 Jun 2024
Blurry-Consistency Segmentation Framework with Selective Stacking on Differential Interference Contrast 3D Breast Cancer Spheroid Thanh-Huy Nguyen Thi Kim Ngan Ngo Mai-Anh Vu Ting-Yuan Tu 35 8 0 08 Jun 2024
Enhancing AI Diagnostics: Autonomous Lesion Masking via Semi-Supervised Deep Learning Ting-Ruen Wei Michele Hell Dang Bich Thuy Le Aren T Vierra Ran Pang Mahesh Patel Young Kang Yuling Yan 33 0 0 18 Apr 2024
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation Zhenxi Zhang Heng Zhou Xiaoran Shi Ran Ran Chunna Tian Feng Zhou 21 6 0 10 Apr 2024
PRCL: Probabilistic Representation Contrastive Learning for Semi-Supervised Semantic Segmentation Haoyu Xie Changqi Wang Jian-jun Zhao Yang Liu Jun Dan Chong Fu Baigui Sun SSL 34 8 0 28 Feb 2024
RESMatch: Referring Expression Segmentation in a Semi-Supervised Manner Ying-Dong Zang Chenglong Fu Runlong Cao Didi Zhu Min Zhang Wenjun Hu Lanyun Zhu Tianrun Chen 30 6 0 08 Feb 2024
DARNet: Bridging Domain Gaps in Cross-Domain Few-Shot Segmentation with Dynamic Adaptation Haoran Fan Qi Fan M. Pagnucco Yang Song 11 3 0 08 Dec 2023
Semi-supervised Semantic Segmentation via Boosting Uncertainty on Unlabeled Data Daoan Zhang Yunhao Luo Jiang Zhang UQCV 17 0 0 30 Nov 2023
CAST: Cluster-Aware Self-Training for Tabular Data Minwook Kim Juseong Kim Kibeom Kim Giltae Song 30 0 0 10 Oct 2023
Rethinking Data Perturbation and Model Stabilization for Semi-supervised Medical Image Segmentation Zhen Zhao Ye Liu Meng Zhao Di Yin Yixuan Yuan Luping Zhou 21 2 0 23 Aug 2023
Revisiting DETR Pre-training for Object Detection Yan Ma Weicong Liang Bo-Ying Chen Yiduo Hao Bojian Hou Xiangyu Yue Chao Zhang Yuhui Yuan VLM ViT 35 4 0 02 Aug 2023
Improving Semi-Supervised Semantic Segmentation with Dual-Level Siamese Structure Network Zhibo Tain Xiaolin Zhang Peng Zhang Kun Zhan 24 9 0 26 Jul 2023
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation Bo Sun Yuqi Yang Le Zhang Ming-Ming Cheng Qibin Hou 23 25 0 07 Jun 2023
Cross-supervised Dual Classifiers for Semi-supervised Medical Image Segmentation Zhenxi Zhang Ran Ran Chunna Tian Heng Zhou Fan Yang Xin Li Zhicheng Jiao 26 2 0 25 May 2023
Semi-Supervised Semantic Segmentation With Region Relevance Rui Chen Tao Chen Qiong Wang Yazhou Yao 23 5 0 23 Apr 2023
CAFS: Class Adaptive Framework for Semi-Supervised Semantic Segmentation Jingi Ju Hyeoncheol Noh Yooseung Wang Min-seok Seo Dong-Geol Choi 24 4 0 21 Mar 2023
Revisiting Image Reconstruction for Semi-supervised Semantic Segmentation Yuhao Lin Hai-Ming Xu Lingqiao Liu Jinan Zou Javen Qinfeng Shi 19 2 0 17 Mar 2023
Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation Zhen Zhao Lihe Yang Sifan Long Jimin Pi Luping Zhou Jingdong Wang 18 73 0 09 Dec 2022
Instance-specific and Model-adaptive Supervision for Semi-supervised Semantic Segmentation Zhen Zhao Sifan Long Jimin Pi Jingdong Wang Luping Zhou 21 29 0 21 Nov 2022
L-MAE: Masked Autoencoders are Semantic Segmentation Datasets Augmenter Jiaru Jia Ming-Yu Liu Jiake Xie Xin Chen Hong Zhang Xin Jiang Aiqing Yang 30 0 0 21 Nov 2022
Boosting Semi-Supervised Semantic Segmentation with Probabilistic Representations Haoyu Xie Changqi Wang Mingkai Zheng Minjing Dong Shan You Chong Fu Chang Xu SSL 34 14 0 26 Oct 2022
Transformer-CNN Cohort: Semi-supervised Semantic Segmentation by the Best of Both Students Xueye Zheng Yuan Luo Hao Wang Chong Fu Lin Wang ViT 36 17 0 06 Sep 2022
Semi-supervised Semantic Segmentation with Mutual Knowledge Distillation Jianlong Yuan Jinchao Ge Zhibin Wang Yifan Liu 15 17 0 24 Aug 2022
Multi-View Correlation Consistency for Semi-Supervised Semantic Segmentation Yunzhong Hou Stephen Gould Liang Zheng 25 0 0 17 Aug 2022
LaserMix for Semi-Supervised LiDAR Semantic Segmentation Lingdong Kong Jiawei Ren Liang Pan Ziwei Liu 21 79 0 30 Jun 2022
MutexMatch: Semi-Supervised Learning with Mutex-Based Consistency Regularization Yue Duan Zhen Zhao Lei Qi Lei Wang Luping Zhou Yinghuan Shi Yang Gao 25 33 0 27 Mar 2022
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels Yuchao Wang Haochen Wang Yujun Shen Jingjing Fei Wei Li Guoqiang Jin Liwei Wu Rui Zhao Xinyi Le UQCV 15 331 0 08 Mar 2022
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation Yuyuan Liu Yu Tian Yuanhong Chen Fengbei Liu Vasileios Belagiannis G. Carneiro 27 175 0 25 Nov 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 221 862 0 15 Oct 2021
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank Inigo Alonso Alberto Sabater David Ferstl Luis Montesano Ana C. Murillo SSL CLL 121 203 0 27 Apr 2021
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 250 656 0 23 Mar 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 264 3,369 0 09 Mar 2020
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 230 789 0 26 Aug 2019
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 249 1,275 0 06 Mar 2017
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 279 9,136 0 06 Jun 2015