Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation

9 December 2022

Jingdong Wang

Papers citing "Augmentation Matters: A Simple-yet-Effective Approach to Semi-supervised Semantic Segmentation"

45 / 45 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 Gia-Van To T. Nguyen Quan Nguyen 34 0 0 14 Apr 2025
BoundMatch: Boundary detection applied to semi-supervised segmentation for urban-driving scenes Haruya Ishikawa Yoshimitsu Aoki 34 0 0 30 Mar 2025
DiN: Diffusion Model for Robust Medical VQA with Semantic Noisy Labels Erjian Guo Zhen Zhao Zicheng Wang Tong Chen Yunyi Liu Luping Zhou DiffM MedIm 53 0 0 24 Mar 2025
Semi-supervised Semantic Segmentation with Multi-Constraint Consistency Learning Jianjian Yin Tao Chen Gensheng Pei Yazhou Yao Liqiang Nie Xiansheng Hua 47 1 0 23 Mar 2025
A Temporal Modeling Framework for Video Pre-Training on Video Instance Segmentation Qing Zhong Peng-Tao Jiang Wen Wang Guodong Ding Lin Wu Kaiqi Huang VLM 48 0 0 22 Mar 2025
Closer to Ground Truth: Realistic Shape and Appearance Labeled Data Generation for Unsupervised Underwater Image Segmentation Andrei Jelea A. Belbachir Marius Leordeanu 41 0 0 20 Mar 2025
Evaluating Global Geo-alignment for Precision Learned Autonomous Vehicle Localization using Aerial Data Yi Yang Xuran Zhao H. C. Zhao Shumin Yuan Samuel M. Bateman Tiffany A. Huang Chris Beall Will Maddern 51 0 0 18 Mar 2025
Knowledge Consultation for Semi-Supervised Semantic Segmentation Thuan Than Nhat-Anh Nguyen-Dang Dung Nguyen Salwa K. Al Khatib Ahmed Elhagry Hai T. Phan Yihui He Zhiqiang Shen Marios Savvides Dang T. Huynh VLM 53 0 0 12 Mar 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
CW-BASS: Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation Ebenezer Tarubinga Jenifer Kalafatovich Espinoza Seong-Whan Lee 60 0 0 21 Feb 2025
CAD: Confidence-Aware Adaptive Displacement for Semi-Supervised Medical Image Segmentation Wenbo Xiao Zhihao Xu Guiping Liang Yangjun Deng Yi Xiao 52 0 0 01 Feb 2025
Uncertainty-Participation Context Consistency Learning for Semi-supervised Semantic Segmentation Jianjian Yin Yi Chen Zhichao Zheng Junsheng Zhou Yanhui Gu 37 3 0 23 Dec 2024
Low-Contrast-Enhanced Contrastive Learning for Semi-Supervised Endoscopic Image Segmentation Lingcong Cai Y. Li Xiaomao Fan Kaixuan Song Yongcheng Li Yixuan Yuan 61 0 0 03 Dec 2024
Judge Like a Real Doctor: Dual Teacher Sample Consistency Framework for Semi-supervised Medical Image Classification Zhang Qixiang Yang Yuxiang Zu Chen Zhang Jianjia Wu Xi Zhou Jiliu Wang Yan 32 0 0 05 Nov 2024
Browsing without Third-Party Cookies: What Do You See? Maxwell Lin Shihan Lin Helen Wu Karen Wang Xiaowei Yang BDL 49 7 0 14 Oct 2024
Exploring Semi-Supervised Learning for Online Mapping Adam Lilja Erik Wallin Junsheng Fu Lars Hammarstrand SSL 42 1 0 14 Oct 2024
CamoTeacher: Dual-Rotation Consistency Learning for Semi-Supervised Camouflaged Object Detection Xunfa Lai Zhiyu Yang Jie Hu Shengchuan Zhang Liujuan Cao Guannan Jiang Zhiyu Wang Songan Zhang Rongrong Ji 27 3 0 15 Aug 2024
Weighting Pseudo-Labels via High-Activation Feature Index Similarity and Object Detection for Semi-Supervised Segmentation Prantik Howlader Hieu M. Le Dimitris Samaras 38 1 0 17 Jul 2024
Beyond Pixels: Semi-Supervised Semantic Segmentation with a Multi-scale Patch-based Multi-Label Classifier Prantik Howlader Srijan Das Hieu M. Le Dimitris Samaras 25 5 0 04 Jul 2024
SS-ADA: A Semi-Supervised Active Domain Adaptation Framework for Semantic Segmentation Weihao Yan Yeqiang Qian Yueyuan Li Tao Li Chunxiang Wang Ming Yang 36 1 0 17 Jun 2024
SAM as the Guide: Mastering Pseudo-Label Refinement in Semi-Supervised Referring Expression Segmentation Danni Yang Jiayi Ji Yiwei Ma Tianyu Guo Haowei Wang Xiaoshuai Sun Rongrong Ji ISeg VLM 27 5 0 03 Jun 2024
Tuning-free Universally-Supervised Semantic Segmentation Xiaobo Yang Xiaojin Gong VLM 37 1 0 23 May 2024
Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation Hanyang Chi Jian Pang Bingfeng Zhang Weifeng Liu 20 8 0 01 May 2024
Training-Free Unsupervised Prompt for Vision-Language Models Sifan Long Linbin Wang Zhen Zhao Zichang Tan Yiming Wu Shengsheng Wang Jingdong Wang VLM VPVLM 33 1 0 25 Apr 2024
Multi-Level Label Correction by Distilling Proximate Patterns for Semi-supervised Semantic Segmentation Hui Xiao Yuting Hong Li Dong Diqun Yan J. Zhuang Junjie Xiong Dongtai Liang Chengbin Peng 29 1 0 02 Apr 2024
Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic Segmentation Xiaoyang Wang H. Bai Limin Yu Yao-Min Zhao Jimin Xiao AAML 40 6 0 11 Mar 2024
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation Haonan Wang Qixiang Zhang Yi Li Xiaomeng Li 30 16 0 04 Mar 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 19 6 0 08 Feb 2024
MGAug: Multimodal Geometric Augmentation in Latent Spaces of Image Deformations Tonmoy Hossain Miaomiao Zhang 13 2 0 20 Dec 2023
Bridging Synthetic and Real Worlds for Pre-training Scene Text Detectors Tongkun Guan Wei Shen Xuehang Yang Xuehui Wang Xiaokang Yang 27 7 0 08 Dec 2023
Alternate Diverse Teaching for Semi-supervised Medical Image Segmentation Zhen Zhao Zicheng Wang Longyue Wang Dian Yu Yixuan Yuan Luping Zhou 17 8 0 29 Nov 2023
Clean Label Disentangling for Medical Image Segmentation with Noisy Labels Zicheng Wang Zhen Zhao Erjian Guo Luping Zhou 8 1 0 28 Nov 2023
Progressive Classifier and Feature Extractor Adaptation for Unsupervised Domain Adaptation on Point Clouds Zicheng Wang Zhen Zhao Yiming Wu Luping Zhou Dong Xu 3DPC 11 2 0 27 Nov 2023
Switching Temporary Teachers for Semi-Supervised Semantic Segmentation Jaemin Na Jung-Woo Ha HyungJin Chang Dongyoon Han Wonjun Hwang 15 28 0 28 Oct 2023
Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation Wei Li Ruifeng Bian Wenyi Zhao Weijing Xu Huihua Yang 10 0 0 08 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 13 2 0 23 Aug 2023
NP-SemiSeg: When Neural Processes meet Semi-Supervised Semantic Segmentation Jianfeng Wang Daniela Massiceti Xiaolin Hu Vladimir Pavlovic Thomas Lukasiewicz UQCV 17 3 0 05 Aug 2023
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation Bo Sun Yuqi Yang Le Zhang Ming-Ming Cheng Qibin Hou 17 24 0 07 Jun 2023
Conflict-Based Cross-View Consistency for Semi-Supervised Semantic Segmentation Zicheng Wang Zhen Zhao Xiaoxia Xing Dong Xu Xiangyu Kong Luping Zhou 35 43 0 02 Mar 2023
Jaccard Metric Losses: Optimizing the Jaccard Index with Soft Labels Zifu Wang Xuefei Ning Matthew B. Blaschko VLM 19 11 0 11 Feb 2023
Progressive Learning with Cross-Window Consistency for Semi-Supervised Semantic Segmentation Bo Dang Yansheng Li Yongjun Zhang Jiayi Ma SSL 17 0 0 22 Nov 2022
$S$^{5}$Mars: Semi-Supervised Learning for Mars Semantic Segmentation$ S $^{5}$ Mars: Semi-Supervised Learning for Mars Semantic Segmentation Jiahang Zhang Lilang Lin Zejia Fan Wenjing Wang Jiaying Liu 22 5 0 04 Jul 2022
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 119 202 0 27 Apr 2021
Simple Copy-Paste is a Strong Data Augmentation Method for Instance Segmentation Golnaz Ghiasi Yin Cui A. Srinivas Rui Qian Tsung-Yi Lin E. D. Cubuk Quoc V. Le Barret Zoph ISeg 223 962 0 13 Dec 2020
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 244 1,279 0 06 Mar 2017