Adversarial Learning for Semi-Supervised Semantic Segmentation

22 February 2018

Wei-Chih Hung

Yi-Hsuan Tsai

Yan-Ting Liou

Yen-Yu Lin

Ming-Hsuan Yang

GAN

SSeg

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Papers citing "Adversarial Learning for Semi-Supervised Semantic Segmentation"

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Title
Adapting to Unseen Vendor Domains for MRI Lesion Segmentation Brandon Mac A. Moody A. Khademi MedIm 27 0 0 14 Aug 2021
Robust Semantic Segmentation with Superpixel-Mix Gianni Franchi Nacim Belkhir Mai Lan Ha Yufei Hu Andrei Bursuc V. Blanz Angela Yao UQCV 38 22 0 02 Aug 2021
Learning Maritime Obstacle Detection from Weak Annotations by Scaffolding Lojze Žust Matej Kristan UQCV 27 10 0 01 Aug 2021
Edge-competing Pathological Liver Vessel Segmentation with Limited Labels Zunlei Feng Zhonghua Wang Xinchao Wang Jing Zhang Lechao Cheng Jie Lei Yuexuan Wang Xiuming Zhang 35 13 0 01 Aug 2021
Re-distributing Biased Pseudo Labels for Semi-supervised Semantic Segmentation: A Baseline Investigation Ruifei He Jihan Yang Xiaojuan Qi 15 115 0 23 Jul 2021
Semi-supervised Semantic Segmentation with Directional Context-aware Consistency Xin Lai Zhuotao Tian Li Jiang Shu Liu Hengshuang Zhao Liwei Wang Jiaya Jia 50 207 0 27 Jun 2021
ST++: Make Self-training Work Better for Semi-supervised Semantic Segmentation Lihe Yang Wei Zhuo Lei Qi Yinghuan Shi Yang Gao 23 301 0 09 Jun 2021
Robust Mutual Learning for Semi-supervised Semantic Segmentation Pan Zhang Bo Zhang Ting Zhang Dong Chen Fang Wen 31 17 0 01 Jun 2021
Hierarchical Deep Network with Uncertainty-aware Semi-supervised Learning for Vessel Segmentation Chenxin Li Wenao Ma Liyan Sun Xinghao Ding Yue Huang Guisheng Wang Yizhou Yu 20 36 0 31 May 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 131 203 0 27 Apr 2021
Every Annotation Counts: Multi-label Deep Supervision for Medical Image Segmentation Simon Reiß C. Seibold Alexander Freytag E. Rodner Rainer Stiefelhagen 91 61 0 27 Apr 2021
Bootstrapping Semantic Segmentation with Regional Contrast Shikun Liu Shuaifeng Zhi Edward Johns Andrew J. Davison ISeg 20 122 0 09 Apr 2021
The GIST and RIST of Iterative Self-Training for Semi-Supervised Segmentation Eu Wern Teh Terrance Devries Brendan Duke R. Jiang P. Aarabi Graham W. Taylor VLM 39 8 0 31 Mar 2021
Anti-Adversarially Manipulated Attributions for Weakly and Semi-Supervised Semantic Segmentation Jungbeom Lee Eunji Kim Sungroh Yoon 30 226 0 16 Mar 2021
Comparing Deep Learning strategies for paired but unregistered multimodal segmentation of the liver in T1 and T2-weighted MRI V. Couteaux Mathilde Trintignac O. Nempont G. Pizaine A. Vlachomitrou P. Valette L. Milot Isabelle Bloch 22 3 0 18 Jan 2021
Contrastive Learning for Label-Efficient Semantic Segmentation Xiangyu Zhao Raviteja Vemulapalli Philip Mansfield Boqing Gong Bradley Green Lior Shapira Ying Nian Wu SSL SSeg 36 174 0 13 Dec 2020
Quality-aware semi-supervised learning for CMR segmentation B. Ruijsink Esther Puyol-Antón Ye Li Wenjia Bai E. Kerfoot Reza Razavi A. King 18 11 0 01 Sep 2020
Guided Collaborative Training for Pixel-wise Semi-Supervised Learning Zhanghan Ke Di Qiu Kaican Li Qiong Yan Rynson W. H. Lau 28 247 0 12 Aug 2020
Shape-aware Semi-supervised 3D Semantic Segmentation for Medical Images Shuailin Li Chuyu Zhang Xuming He 34 348 0 21 Jul 2020
DACS: Domain Adaptation via Cross-domain Mixed Sampling Wilhelm Tranheden Viktor Olsson Juliano Pinto Lennart Svensson 21 351 0 17 Jul 2020
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning Viktor Olsson Wilhelm Tranheden Juliano Pinto Lennart Svensson 24 330 0 15 Jul 2020
Lookahead Adversarial Learning for Near Real-Time Semantic Segmentation Hadi Jamali Rad Attila Szabo SSeg 20 1 0 19 Jun 2020
NuClick: A Deep Learning Framework for Interactive Segmentation of Microscopy Images Navid Alemi Koohbanani Mostafa Jahanifar Neda Zamani Tajadin Nasir M. Rajpoot 19 121 0 29 May 2020
Semi-Supervised Semantic Segmentation with Cross-Consistency Training Yassine Ouali C´eline Hudelot Myriam Tami 30 709 0 19 Mar 2020
LiDARNet: A Boundary-Aware Domain Adaptation Model for Point Cloud Semantic Segmentation Peng-Tao Jiang Srikanth Saripalli 3DPC 45 15 0 02 Mar 2020
Unsupervised Domain Adaptation for Mobile Semantic Segmentation based on Cycle Consistency and Feature Alignment Marco Toldo Umberto Michieli Gianluca Agresti Pietro Zanuttigh 24 50 0 14 Jan 2020
Discovering Latent Classes for Semi-Supervised Semantic Segmentation Olga Zatsarynna Johann Sawatzky Juergen Gall 38 1 0 30 Dec 2019
Parting with Illusions about Deep Active Learning Sudhanshu Mittal Maxim Tatarchenko Özgün Çiçek Thomas Brox VLM 27 59 0 11 Dec 2019
Towards Learning Structure via Consensus for Face Segmentation and Parsing I. Masi Joe Mathai Wael AbdAlmageed CVBM 19 16 0 03 Nov 2019
Adversarial Learning and Self-Teaching Techniques for Domain Adaptation in Semantic Segmentation Umberto Michieli Matteo Biasetton Gianluca Agresti Pietro Zanuttigh GAN 13 58 0 02 Sep 2019
Regularizing Proxies with Multi-Adversarial Training for Unsupervised Domain-Adaptive Semantic Segmentation T. Shen Dong Gong Wei Zhang Chunhua Shen Tao Mei GAN 25 18 0 29 Jul 2019
Semi-supervised semantic segmentation needs strong, varied perturbations Geoff French S. Laine Timo Aila Michal Mackiewicz G. Finlayson 29 29 0 05 Jun 2019
Deep Co-Training for Semi-Supervised Image Segmentation Jizong Peng Guillermo Estrada M. Pedersoli Christian Desrosiers 37 179 0 27 Mar 2019
Transformation Consistent Self-ensembling Model for Semi-supervised Medical Image Segmentation Xuelong Li Lequan Yu Hao Chen Chi-Wing Fu Lei Xing Pheng-Ann Heng MedIm 21 377 0 28 Feb 2019
Domain Adaptation for Structured Output via Discriminative Patch Representations Yi-Hsuan Tsai Kihyuk Sohn S. Schulter Manmohan Chandraker OOD 38 319 0 16 Jan 2019
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning Arnab Kumar Mondal Jose Dolz Christian Desrosiers GAN MedIm 43 118 0 29 Oct 2018
CEREALS - Cost-Effective REgion-based Active Learning for Semantic Segmentation Radek Mackowiak Philip Lenz Omair Ghori Ferran Diego O. Lange Carsten Rother 39 108 0 23 Oct 2018
EL-GAN: Embedding Loss Driven Generative Adversarial Networks for Lane Detection Mohsen Ghafoorian C. Nugteren N. Baka Olaf Booij M. Hofmann GAN 21 198 0 14 Jun 2018
Unsupervisedly Training GANs for Segmenting Digital Pathology with Automatically Generated Annotations M. Gadermayr Laxmi Gupta B. Klinkhammer P. Boor Dorit Merhof GAN MedIm 28 21 0 25 May 2018
On Regularized Losses for Weakly-supervised CNN Segmentation Meng Tang Federico Perazzi Abdelaziz Djelouah Ismail Ben Ayed Christopher Schroers Yuri Boykov 22 294 0 26 Mar 2018
Semantic Understanding of Scenes through the ADE20K Dataset Bolei Zhou Hang Zhao Xavier Puig Tete Xiao Sanja Fidler Adela Barriuso Antonio Torralba SSeg 253 1,833 0 18 Aug 2016