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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Title
Uncertainty and Energy based Loss Guided Semi-Supervised Semantic Segmentation Rini Smita Thakur Vinod K. Kurmi UQCV 29 1 0 03 Jan 2025
Segmenting Medical Images with Limited Data Zhaoshan Liua Qiujie Lv Chau Hung Lee L. Shen 41 11 0 12 Jul 2024
FlowSDF: Flow Matching for Medical Image Segmentation Using Distance Transforms L. Bogensperger Dominik Narnhofer Alexander Falk Konrad Schindler Thomas Pock MedIm 33 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 33 0 0 18 Apr 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 37 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 32 8 0 28 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 109 14 0 04 Dec 2023
Towards Generalising Neural Topical Representations Xiaohao Yang He Zhao Dinh Q. Phung Lan Du BDL OOD MedIm 19 1 0 24 Jul 2023
Bridging the Gap: Enhancing the Utility of Synthetic Data via Post-Processing Techniques A. Lampis Eugenio Lomurno Matteo Matteucci 13 7 0 17 May 2023
Directional Connectivity-based Segmentation of Medical Images Ziyun Yang Sina Farsiu 25 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 33 130 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 33 223 0 28 Mar 2023
Semantic Ray: Learning a Generalizable Semantic Field with Cross-Reprojection Attention F. Liu Chubing Zhang Yu Zheng Yueqi Duan 24 27 0 23 Mar 2023
Self-Supervised One-Shot Learning for Automatic Segmentation of StyleGAN Images Ankit V. Manerikar A. Kak VLM 16 2 0 10 Mar 2023
Adaptive Texture Filtering for Single-Domain Generalized Segmentation Xinhui Li Mingjiang Li Yaxing Wang Chuan-Xian Ren Xiaojie Guo 14 5 0 06 Mar 2023
L-MAE: Masked Autoencoders are Semantic Segmentation Datasets Augmenter Jiaru Jia Ming-Yu Liu Jiake Xie Xin Chen Hong Zhang Xin Jiang Aiqing Yang 22 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 6 0 0 15 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 30 38 0 04 Nov 2022
One-Shot Synthesis of Images and Segmentation Masks V. Sushko Dan Zhang Juergen Gall Anna Khoreva 30 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 13 2 0 06 Jul 2022
Synthesizing Informative Training Samples with GAN Bo-Lu Zhao Hakan Bilen DD 21 74 0 15 Apr 2022
DL4SciVis: A State-of-the-Art Survey on Deep Learning for Scientific Visualization Chaoli Wang J. Han 28 36 0 13 Apr 2022
Semi-supervised Semantic Segmentation with Error Localization Network Donghyeon Kwon Suha Kwak 27 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 26 7 0 07 Mar 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 17 11 0 31 Jan 2022
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 195 513 0 06 Dec 2021
SemanticStyleGAN: Learning Compositional Generative Priors for Controllable Image Synthesis and Editing Yichun Shi Xiao Yang Yangyue Wan Xiaohui Shen GAN 140 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 22 4 0 16 Nov 2021
Segmentation in Style: Unsupervised Semantic Image Segmentation with Stylegan and CLIP D. Pakhomov Sanchit Hira Narayani Wagle K. Green Nassir Navab VLM 11 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 11 6 0 14 Jul 2021
Learning to See by Looking at Noise Manel Baradad Jonas Wulff Tongzhou Wang Phillip Isola Antonio Torralba 13 89 0 10 Jun 2021
Score-based Generative Modeling in Latent Space Arash Vahdat Karsten Kreis Jan Kautz DiffM 11 656 0 10 Jun 2021
Generalizing to Unseen Domains: A Survey on Domain Generalization Jindong Wang Cuiling Lan Chang-Shu Liu Yidong Ouyang Tao Qin Wang Lu Yiqiang Chen Wenjun Zeng Philip S. Yu OOD 52 1,169 0 02 Mar 2021
Image GANs meet Differentiable Rendering for Inverse Graphics and Interpretable 3D Neural Rendering Yuxuan Zhang Wenzheng Chen Huan Ling Jun Gao Yinan Zhang Antonio Torralba Sanja Fidler DRL 98 138 0 18 Oct 2020
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 248 656 0 23 Mar 2020
StyleGAN2 Distillation for Feed-forward Image Manipulation Yuri Viazovetskyi V. Ivashkin Evgenii Kashin 156 134 0 07 Mar 2020
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 262 10,344 0 12 Dec 2018
Inverting The Generator Of A Generative Adversarial Network Antonia Creswell Anil Anthony Bharath GAN 160 338 0 17 Nov 2016