Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization

12 April 2021

Daiqing Li

Junlin Yang

Karsten Kreis

Antonio Torralba

Sanja Fidler

GAN

MedIm

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Papers citing "Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization"

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Feedback-Driven Pseudo-Label Reliability Assessment: Redefining Thresholding for Semi-Supervised Semantic Segmentation Negin Ghamsarian Sahar Nasirihaghighi Klaus Schoeffmann Raphael Sznitman 36 0 0 12 May 2025
Uncertainty and Energy based Loss Guided Semi-Supervised Semantic Segmentation Rini Smita Thakur Vinod K. Kurmi UQCV 41 1 0 03 Jan 2025
Segmenting Medical Images with Limited Data Zhaoshan Liua Qiujie Lv Chau Hung Lee L. Shen 59 11 0 12 Jul 2024
Contrastive Learning from Synthetic Audio Doppelgängers Manuel Cherep Nikhil Singh 45 1 0 09 Jun 2024
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms L. Bogensperger Dominik Narnhofer Alexander Falk Konrad Schindler Thomas Pock MedIm 54 3 0 28 May 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 47 0 0 18 Apr 2024
SatSynth: Augmenting Image-Mask Pairs through Diffusion Models for Aerial Semantic Segmentation Aysim Toker Marvin Eisenberger Daniel Cremers Laura Leal-Taixé DiffM 32 23 0 25 Mar 2024
MaskDiffusion: Exploiting Pre-trained Diffusion Models for Semantic Segmentation Yasufumi Kawano Yoshimitsu Aoki DiffM 35 5 0 17 Mar 2024
Synth $^2$ : Boosting Visual-Language Models with Synthetic Captions and Image Embeddings Sahand Sharifzadeh Christos Kaplanis Shreya Pathak D. Kumaran Anastasija Ilić Jovana Mitrović Charles Blundell Andrea Banino VLM 51 9 0 12 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 44 8 0 28 Feb 2024
A Survey on Domain Generalization for Medical Image Analysis Ziwei Niu Shuyi Ouyang Shiao Xie Yen-wei Chen Lanfen Lin OOD LM&MA 27 5 0 07 Feb 2024
Diversify, Don't Fine-Tune: Scaling Up Visual Recognition Training with Synthetic Images Zhuoran Yu Chenchen Zhu Sean Culatana Raghuraman Krishnamoorthi Fanyi Xiao Yong Jae Lee 117 14 0 04 Dec 2023
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image Segmentation Ruxue Wen Hangjie Yuan Dong Ni Wenbo Xiao Yaoyao Wu OOD 29 12 0 31 Oct 2023
MUSCLE: Multi-task Self-supervised Continual Learning to Pre-train Deep Models for X-ray Images of Multiple Body Parts Weibin Liao Haoyi Xiong Qingzhong Wang Yan Mo Xuhong Li Yi Liu Zeyu Chen Siyu Huang Dejing Dou CLL 22 22 0 03 Oct 2023
AI-Generated Images as Data Source: The Dawn of Synthetic Era Zuhao Yang Fangneng Zhan Kunhao Liu Muyu Xu Shijian Lu EGVM 33 18 0 03 Oct 2023
Active Learning for Semantic Segmentation with Multi-class Label Query S. Hwang Sohyun Lee Hoyoung Kim Minhyeon Oh Jungseul Ok Suha Kwak VLM 38 7 0 17 Sep 2023
Towards Generalising Neural Topical Representations Xiaohao Yang He Zhao Dinh Q. Phung Lan Du BDL OOD MedIm 37 1 0 24 Jul 2023
Bridging the Gap: Enhancing the Utility of Synthetic Data via Post-Processing Techniques A. Lampis Eugenio Lomurno Matteo Matteucci 26 7 0 17 May 2023
Synthetic Data from Diffusion Models Improves ImageNet Classification Shekoofeh Azizi Simon Kornblith Chitwan Saharia Mohammad Norouzi David J. Fleet VLM DiffM 40 296 0 17 Apr 2023
Directional Connectivity-based Segmentation of Medical Images Ziyun Yang Sina Farsiu 35 36 0 31 Mar 2023
DDP: Diffusion Model for Dense Visual Prediction Yuanfeng Ji Zhe Chen Enze Xie Lanqing Hong Xihui Liu Zhaoqiang Liu Tong Lu Zhenguo Li Ping Luo DiffM VLM 50 130 0 30 Mar 2023
Your Diffusion Model is Secretly a Zero-Shot Classifier Alexander C. Li Mihir Prabhudesai Shivam Duggal Ellis L Brown Deepak Pathak DiffM VLM 58 227 0 28 Mar 2023
Semantic Ray: Learning a Generalizable Semantic Field with Cross-Reprojection Attention F. Liu Chubing Zhang Yu Zheng Yueqi Duan 33 27 0 23 Mar 2023
Neuron Structure Modeling for Generalizable Remote Physiological Measurement Hao Lu Zitong Yu Xuesong Niu Yingke Chen 34 31 0 10 Mar 2023
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images Ankit V. Manerikar A. Kak VLM 29 2 0 10 Mar 2023
Adaptive Texture Filtering for Single-Domain Generalized Segmentation Xinhui Li Mingjiang Li Yaxing Wang Chuan-Xian Ren Xiaojie Guo 29 5 0 06 Mar 2023
Measuring axiomatic soundness of counterfactual image models M. Monteiro Fabio De Sousa Ribeiro Nick Pawlowski Daniel Coelho De Castro Ben Glocker 44 25 0 02 Mar 2023
L-MAE: Masked Autoencoders are Semantic Segmentation Datasets Augmenter Jiaru Jia Ming Liu Jiake Xie Xin Chen Hong Zhang Xin Jiang Aiqing Yang 43 0 0 21 Nov 2022
Dynamic-Pix2Pix: Noise Injected cGAN for Modeling Input and Target Domain Joint Distributions with Limited Training Data Mohammadreza Naderi N. Karimi Ali Emami S. Shirani S. Samavi 29 0 0 15 Nov 2022
Learning to Annotate Part Segmentation with Gradient Matching Yu Yang Xiaotian Cheng Hakan Bilen Xiangyang Ji GAN 34 7 0 06 Nov 2022
GLOBEM Dataset: Multi-Year Datasets for Longitudinal Human Behavior Modeling Generalization Xuhai Xu Han Zhang Yasaman S. Sefidgar Yiyi Ren Xin Liu ... Tim Althoff Margaret E. Morris E. Riskin Jennifer Mankoff A. Dey 46 39 0 04 Nov 2022
GET3D: A Generative Model of High Quality 3D Textured Shapes Learned from Images Jun Gao Tianchang Shen Zian Wang Wenzheng Chen K. Yin Daiqing Li Or Litany Zan Gojcic Sanja Fidler 49 438 0 22 Sep 2022
One-Shot Synthesis of Images and Segmentation Masks V. Sushko Dan Zhang Juergen Gall Anna Khoreva 41 6 0 15 Sep 2022
Histopathology DatasetGAN: Synthesizing Large-Resolution Histopathology Datasets S. Rizvi P. Cicalese S. Seshan S. Sciascia J. U.Becker H. V. Nguyen MedIm 28 2 0 06 Jul 2022
Synthesizing Informative Training Samples with GAN Bo Zhao Hakan Bilen DD 37 75 0 15 Apr 2022
DL4SciVis: A State-of-the-Art Survey on Deep Learning for Scientific Visualization Chaoli Wang J. Han 41 36 0 13 Apr 2022
Semi-supervised Semantic Segmentation with Error Localization Network Donghyeon Kwon Suha Kwak 36 91 0 05 Apr 2022
GlideNet: Global, Local and Intrinsic based Dense Embedding NETwork for Multi-category Attributes Prediction Kareem M. Metwaly Aerin Kim E. Branson V. Monga 43 7 0 07 Mar 2022
Application of DatasetGAN in medical imaging: preliminary studies Zong Fan Varun A. Kelkar M. Anastasio Hua Li MedIm 27 5 0 27 Feb 2022
AI-based Medical e-Diagnosis for Fast and Automatic Ventricular Volume Measurement in the Patients with Normal Pressure Hydrocephalus Xiaoping Zhou Qinghao Ye Xiaolin Yang Jiakuan Chen Hai-Yan Ma Jun Xia Javier Del Ser Guang Yang 30 11 0 31 Jan 2022
BigDatasetGAN: Synthesizing ImageNet with Pixel-wise Annotations Daiqing Li Huan Ling Seung Wook Kim Karsten Kreis Adela Barriuso Sanja Fidler Antonio Torralba 36 103 0 12 Jan 2022
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 195 519 0 06 Dec 2021
SemanticStyleGAN: Learning Compositional Generative Priors for Controllable Image Synthesis and Editing Yichun Shi Xiao Yang Yangyue Wan Xiaohui Shen GAN 151 83 0 04 Dec 2021
CAR -- Cityscapes Attributes Recognition A Multi-category Attributes Dataset for Autonomous Vehicles Kareem M. Metwaly Aerin Kim E. Branson V. Monga 39 4 0 16 Nov 2021
EditGAN: High-Precision Semantic Image Editing Huan Ling Karsten Kreis Daiqing Li Seung Wook Kim Antonio Torralba Sanja Fidler DiffM GAN 18 200 0 04 Nov 2021
Adapting to Unseen Vendor Domains for MRI Lesion Segmentation Brandon Mac A. Moody A. Khademi MedIm 27 0 0 14 Aug 2021
Segmentation in Style: Unsupervised Semantic Image Segmentation with Stylegan and CLIP D. Pakhomov Sanchit Hira Narayani Wagle K. Green Nassir Navab VLM 32 31 0 26 Jul 2021
Synthesis in Style: Semantic Segmentation of Historical Documents using Synthetic Data Christian Bartz H. Rätz Joseph Bethge Christoph Meinel Haojin Yang 26 6 0 14 Jul 2021
Learning to See by Looking at Noise Manel Baradad Jonas Wulff Tongzhou Wang Phillip Isola Antonio Torralba 33 89 0 10 Jun 2021
Score-based Generative Modeling in Latent Space Arash Vahdat Karsten Kreis Jan Kautz DiffM 16 659 0 10 Jun 2021