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1903.11233
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Deep Co-Training for Semi-Supervised Image Segmentation
27 March 2019
Jizong Peng
Guillermo Estrada
M. Pedersoli
Christian Desrosiers
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Papers citing
"Deep Co-Training for Semi-Supervised Image Segmentation"
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Cross-pyramid consistency regularization for semi-supervised medical image segmentation
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IEEE Transactions on Medical Imaging (IEEE TMI), 2025
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Lanfeng Zhong
Xin Liao
Wenjun Liao
Sichuan Zhang
Shaoting Zhang
Guotai Wang
111
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01 Sep 2025
Uncertainty-aware Cross-training for Semi-supervised Medical Image Segmentation
IEEE Transactions on Image Processing (IEEE TIP), 2025
Kaiwen Huang
Tao Zhou
Huazhu Fu
Yizhe Zhang
Yi Zhou
Xiao-Jun Wu
OOD
UQCV
237
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0
12 Aug 2025
Rethinking Semi-supervised Segmentation Beyond Accuracy: Reliability and Robustness
S. Landgraf
Markus Hillemann
Markus Ulrich
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377
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06 Jun 2025
Enhancing Classification with Semi-Supervised Deep Learning Using Distance-Based Sample Weights
International Conference on Machine Learning Technologies (ICMLT), 2025
Aydin Abedinia
Shima Tabakhi
Vahid Seydi
226
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20 May 2025
Semi-supervised Semantic Segmentation with Multi-Constraint Consistency Learning
IEEE transactions on multimedia (TMM), 2025
Jianjian Yin
Tao Chen
Gensheng Pei
Yazhou Yao
Liqiang Nie
Xiansheng Hua
447
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23 Mar 2025
Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation
Xiuzhen Guo
Lianyuan Yu
Ji Shi
Na Lei
Hongxiao Wang
DiffM
MedIm
359
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0
12 Mar 2025
Learning Semi-Supervised Medical Image Segmentation from Spatial Registration
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2024
Qianying Liu
Paul Henderson
Xiao Gu
Hang Dai
Fani Deligianni
278
3
0
16 Sep 2024
Generative AI Enables Medical Image Segmentation in Ultra Low-Data Regimes
medRxiv (medRxiv), 2024
Li Zhang
Basu Jindal
Ahmed Alaa
Robert Weinreb
David Wilson
Eran Segal
James Zou
Pengtao Xie
MedIm
251
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0
30 Aug 2024
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference
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Yinan Chen
Shunqiang Mao
Yihan Zho
Xiaohong Zhang
MedIm
211
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25 Apr 2024
EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation
Yuanpeng He
EDL
462
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09 Apr 2024
SM2C: Boost the Semi-supervised Segmentation for Medical Image by using Meta Pseudo Labels and Mixed Images
Yifei Wang
Chuhong Zhu
312
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24 Mar 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
348
24
0
28 Feb 2024
Collaborative Learning for Annotation-Efficient Volumetric MR Image Segmentation
Y. Osman
Cheng Li
Weijian Huang
Shanshan Wang
305
4
0
18 Dec 2023
Shifting to Machine Supervision: Annotation-Efficient Semi and Self-Supervised Learning for Automatic Medical Image Segmentation and Classification
P. Singh
Raviteja Chukkapalli
Shravan Chaudhari
Luoyao Chen
Mei Chen
Jinqian Pan
Craig Smuda
Jacopo Cirrone
408
20
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17 Nov 2023
Semi-Supervised Panoptic Narrative Grounding
ACM Multimedia (ACM MM), 2023
Danni Yang
Jiayi Ji
Xiaoshuai Sun
Haowei Wang
Yinan Li
Yiwei Ma
Rongrong Ji
267
5
0
27 Oct 2023
Anatomically-aware Uncertainty for Semi-supervised Image Segmentation
V. SukeshAdiga
Jose Dolz
H. Lombaert
UQCV
323
58
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24 Oct 2023
Data efficient deep learning for medical image analysis: A survey
Suruchi Kumari
Pravendra Singh
329
23
0
10 Oct 2023
Semi-supervised Learning for Segmentation of Bleeding Regions in Video Capsule Endoscopy
Procedia Computer Science (Procedia Comput. Sci.), 2023
Hechen Li
Yanan Wu
Long Bai
An-Chi Wang
Tong Chen
Hongliang Ren
171
6
0
05 Aug 2023
Semi-Supervised Medical Image Segmentation with Co-Distribution Alignment
Tao Wang
Zhongzheng Huang
Jiawei Wu
Yuanzheng Cai
Zuoyong Li
OOD
281
8
0
24 Jul 2023
Space Engage: Collaborative Space Supervision for Contrastive-based Semi-Supervised Semantic Segmentation
IEEE International Conference on Computer Vision (ICCV), 2023
Changqi Wang
Haoyu Xie
Yuhui Yuan
Chong Fu
Xiangyu Yue
VLM
305
16
0
19 Jul 2023
Multi-Scale Cross Contrastive Learning for Semi-Supervised Medical Image Segmentation
British Machine Vision Conference (BMVC), 2023
Qianying Liu
Xiao Gu
Paul Henderson
Fani Deligianni
236
14
0
25 Jun 2023
Self-training with dual uncertainty for semi-supervised medical image segmentation
Zhanhong Qiu
Haitao Gan
Mingzhi Shi
Zhongwei Huang
Zhi Yang
338
4
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10 Apr 2023
Inherent Consistent Learning for Accurate Semi-supervised Medical Image Segmentation
International Conference on Medical Imaging with Deep Learning (MIDL), 2023
Ye Zhu
Jie Yang
Sichen Liu
Ruimao Zhang
402
8
0
24 Mar 2023
A Survey on Semi-Supervised Semantic Segmentation
Adrian Peláez-Vegas
Pablo Mesejo
Julián Luengo
255
47
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20 Feb 2023
L-MAE: Masked Autoencoders are Semantic Segmentation Datasets Augmenter
Jiaru Jia
Ming-Yuan Liu
Jiake Xie
Xin Chen
Hong Zhang
Xin Jiang
Aiqing Yang
245
0
0
21 Nov 2022
Semi-Supervised and Self-Supervised Collaborative Learning for Prostate 3D MR Image Segmentation
IEEE International Symposium on Biomedical Imaging (ISBI), 2022
Y. Osman
Cheng Li
Weijian Huang
Nazik Elsayed
Zhen-long Xue
Bingsheng Huang
Shanshan Wang
106
5
0
16 Nov 2022
Boosting Semi-Supervised Semantic Segmentation with Probabilistic Representations
AAAI Conference on Artificial Intelligence (AAAI), 2022
Haoyu Xie
Changqi Wang
Mingkai Zheng
Minjing Dong
Shan You
Chong Fu
Chang Xu
SSL
373
21
0
26 Oct 2022
Cut-Paste Consistency Learning for Semi-Supervised Lesion Segmentation
IEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2022
Boon Peng Yap
B. Ng
MedIm
206
8
0
01 Oct 2022
Understanding the Tricks of Deep Learning in Medical Image Segmentation: Challenges and Future Directions
Dong Zhang
Yi Lin
Hao Chen
Zhuotao Tian
Xin Yang
Jinhui Tang
Kwang-Ting Cheng
VLM
361
19
0
21 Sep 2022
Addressing Class Imbalance in Semi-supervised Image Segmentation: A Study on Cardiac MRI
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
Hritam Basak
Sagnik Ghosal
R. Sarkar
299
41
0
31 Aug 2022
Learning with Limited Annotations: A Survey on Deep Semi-Supervised Learning for Medical Image Segmentation
Rushi Jiao
Yichi Zhang
Leiting Ding
Rong Cai
Jicong Zhang
472
288
0
28 Jul 2022
PCA: Semi-supervised Segmentation with Patch Confidence Adversarial Training
IEEE Transactions on Network Science and Engineering (IEEE T-NSE), 2022
Zihang Xu
Zhenghua Xu
Shuo Zhang
Thomas Lukasiewicz
221
4
0
24 Jul 2022
Cycle Self-Training for Semi-Supervised Object Detection with Distribution Consistency Reweighting
ACM Multimedia (ACM MM), 2022
Hao Liu
Bin Chen
Bo Wang
Chunpeng Wu
Feng Dai
Peng Wu
215
11
0
12 Jul 2022
UCC: Uncertainty guided Cross-head Co-training for Semi-Supervised Semantic Segmentation
Computer Vision and Pattern Recognition (CVPR), 2022
Jiashuo Fan
Bin-Bin Gao
Huan Jin
Lihui Jiang
381
84
0
20 May 2022
Application of belief functions to medical image segmentation: A review
Information Fusion (Inf. Fusion), 2022
Ling Huang
S. Ruan
Thierry Denoeux
EDL
MedIm
336
41
0
03 May 2022
ConsInstancy: Learning Instance Representations for Semi-Supervised Panoptic Segmentation of Concrete Aggregate Particles
Machine Vision and Applications (MVA), 2022
Max Coenen
T. Schack
D. Beyer
Christian Heipke
M. Haist
ISeg
325
15
0
10 Apr 2022
SATS: Self-Attention Transfer for Continual Semantic Segmentation
Pattern Recognition (Pattern Recogn.), 2022
Yiqiao Qiu
Yixing Shen
Zhuohao Sun
Yanchong Zheng
Xiaobin Chang
Weishi Zheng
Ruixuan Wang
CLL
404
45
0
15 Mar 2022
Leveraging Labeling Representations in Uncertainty-based Semi-supervised Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2022
V. SukeshAdiga
Jose Dolz
H. Lombaert
UQCV
141
21
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On the pitfalls of entropy-based uncertainty for multi-class semi-supervised segmentation
Martin Van Waerebeke
Gregory A. Lodygensky
Jose Dolz
UQCV
317
2
0
07 Mar 2022
Uncertainty-Aware Deep Co-training for Semi-supervised Medical Image Segmentation
Xu Zheng
Chong Fu
Haoyu Xie
Jialei Chen
Xingwei Wang
Chiu-Wing Sham
OOD
265
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0
23 Nov 2021
Diversified Multi-prototype Representation for Semi-supervised Segmentation
Jizong Peng
Christian Desrosiers
M. Pedersoli
191
1
0
16 Nov 2021
Combating Noise: Semi-supervised Learning by Region Uncertainty Quantification
Neural Information Processing Systems (NeurIPS), 2021
Zhenyu Wang
Yali Li
Ye Guo
Shengjin Wang
NoLa
148
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01 Nov 2021
Inconsistency-aware Uncertainty Estimation for Semi-supervised Medical Image Segmentation
Yinghuan Shi
Jian Zhang
T. Ling
Jiwen Lu
Yefeng Zheng
Qian Yu
Lei Qi
Yang Gao
UQCV
237
204
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17 Oct 2021
Segmentation with mixed supervision: Confidence maximization helps knowledge distillation
Bingyuan Liu
Christian Desrosiers
Ismail Ben Ayed
Jose Dolz
411
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21 Sep 2021
Duo-SegNet: Adversarial Dual-Views for Semi-Supervised Medical Image Segmentation
International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021
Himashi Peiris
Zhaolin Chen
Gary Egan
Mehrtash Harandi
GAN
211
61
0
25 Aug 2021
Self-Paced Contrastive Learning for Semi-supervised Medical Image Segmentation with Meta-labels
Neural Information Processing Systems (NeurIPS), 2021
Jizong Peng
Ping Wang
Chrisitian Desrosiers
M. Pedersoli
SSL
293
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0
29 Jul 2021
Context-aware virtual adversarial training for anatomically-plausible segmentation
Ping Wang
Jizong Peng
M. Pedersoli
Yuanfeng Zhou
Caiming Zhang
Christian Desrosiers
226
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12 Jul 2021
Semi-Supervised Segmentation of Concrete Aggregate Using Consensus Regularisation and Prior Guidance
ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences (ISPRS Annals), 2021
Max Coenen
T. Schack
D. Beyer
Christian Heipke
M. Haist
141
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22 Apr 2021
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information Regularization
Machine Learning for Biomedical Imaging (MLBI), 2021
Jizong Peng
M. Pedersoli
Christian Desrosiers
SSL
327
22
0
08 Mar 2021
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