Learning Semantic Segmentation from Synthetic Data: A Geometrically Guided Input-Output Adaptation Approach

12 December 2018

Luc Van Gool

Papers citing "Learning Semantic Segmentation from Synthetic Data: A Geometrically Guided Input-Output Adaptation Approach"

49 / 49 papers shown

Title
Depth-Sensitive Soft Suppression with RGB-D Inter-Modal Stylization Flow for Domain Generalization Semantic Segmentation Binbin Wei Yuhang Zhang Shishun Tian Muxin Liao Wei Li Wenbin Zou MDE 38 0 0 11 May 2025
Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration Kang Liao Zongsheng Yue Zhouxia Wang Chen Change Loy 95 3 0 20 Feb 2025
The Unmet Promise of Synthetic Training Images: Using Retrieved Real Images Performs Better Scott Geng Cheng-Yu Hsieh Vivek Ramanujan Matthew Wallingford Chun-Liang Li Pang Wei Koh Ranjay Krishna DiffM 68 6 0 03 Jan 2025
Can Medical Vision-Language Pre-training Succeed with Purely Synthetic Data? Che Liu Zhongwei Wan Haozhe Wang Yinda Chen T. Qaiser Chen Jin Fariba Yousefi Nikolay Burlutskiy Rossella Arcucci VLM SyDa LM&MA MedIm 69 2 0 17 Oct 2024
Contrastive Learning from Synthetic Audio Doppelgängers Manuel Cherep Nikhil Singh 40 1 0 09 Jun 2024
Multi Positive Contrastive Learning with Pose-Consistent Generated Images Sho Inayoshi Aji Resindra Widya Satoshi Ozaki Junji Otsuka Takeshi Ohashi 3DH 52 1 0 04 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 46 9 0 12 Mar 2024
Synthetic Data as Validation Qixing Hu Alan L. Yuille Zongwei Zhou SyDa OOD 26 8 0 24 Oct 2023
AI-Generated Images as Data Source: The Dawn of Synthetic Era Zuhao Yang Fangneng Zhan Kunhao Liu Muyu Xu Shijian Lu EGVM 31 18 0 03 Oct 2023
Self-Supervised and Semi-Supervised Polyp Segmentation using Synthetic Data Enric Moreu Eric Arazo Kevin McGuinness Noel E. O'Connor 30 1 0 22 Jul 2023
Semantic Segmentation by Semantic Proportions Halil Ibrahim Aysel Xiaohao Cai Adam Prugel-Bennett 28 1 0 24 May 2023
Augmentation-based Domain Generalization for Semantic Segmentation Manuel Schwonberg Fadoua El Bouazati Nico M. Schmidt Hanno Gottschalk 40 7 0 24 Apr 2023
Radar-Camera Fusion for Object Detection and Semantic Segmentation in Autonomous Driving: A Comprehensive Review Shanliang Yao Runwei Guan Xiaoyu Huang Zhuoxiao Li Xiangyu Sha ... Eng Gee Lim H. Seo Ka Lok Man Xiaohui Zhu Yutao Yue 41 91 0 20 Apr 2023
HazardNet: Road Debris Detection by Augmentation of Synthetic Models Tae Eun Choe Jane Wu Xiao-Hui Lin Karen Kwon Min-Gyu Park 35 3 0 14 Mar 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 35 50 0 13 Feb 2023
Self-Training Guided Disentangled Adaptation for Cross-Domain Remote Sensing Image Semantic Segmentation Qi Zhao Shuchang Lyu Binghao Liu Lijiang Chen Hongbo Zhao 20 18 0 13 Jan 2023
PromptonomyViT: Multi-Task Prompt Learning Improves Video Transformers using Synthetic Scene Data Roei Herzig Ofir Abramovich Elad Ben-Avraham Assaf Arbelle Leonid Karlinsky Ariel Shamir Trevor Darrell Amir Globerson 41 16 0 08 Dec 2022
ELDA: Using Edges to Have an Edge on Semantic Segmentation Based UDA Tingbo Liao Huang-ru Liao Shan Yang Jiemei Yao Li-Yuan Tsao ... Bo Wun Cheng Chen-Hao Chao Chia-Che Chang Yi-Chen Lo Chun-Yi Lee 21 1 0 16 Nov 2022
Portrait Eyeglasses and Shadow Removal by Leveraging 3D Synthetic Data Junfeng Lyu Zhibo Wang F. Xu 3DH 30 16 0 20 Mar 2022
ADAS: A Direct Adaptation Strategy for Multi-Target Domain Adaptive Semantic Segmentation Seunghun Lee Wonhyeok Choi Changjae Kim Minwoo Choi Sunghoon Im 31 19 0 14 Mar 2022
Kubric: A scalable dataset generator Klaus Greff Francois Belletti Lucas Beyer Carl Doersch Yilun Du ... Ziyu Wang Tianhao Wu K. M. Yi Fangcheng Zhong Andrea Tagliasacchi 45 250 0 07 Mar 2022
Self-Ensembling GAN for Cross-Domain Semantic Segmentation Yonghao Xu Fengxiang He Bo Du Dacheng Tao Liangpei Zhang GAN 38 15 0 15 Dec 2021
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool AI4CE 36 450 0 29 Nov 2021
Exploiting Inter-pixel Correlations in Unsupervised Domain Adaptation for Semantic Segmentation Inseop Chung Jayeon Yoo Nojun Kwak 29 4 0 21 Oct 2021
Less is More: Learning from Synthetic Data with Fine-grained Attributes for Person Re-Identification Suncheng Xiang Dahong Qian Mengyuan Guan Binghai Yan Guanjie You Ting Liu Yuzhuo Fu AI4TS 26 31 0 22 Sep 2021
Uncertainty-Aware Model Adaptation for Unsupervised Cross-Domain Object Detection Minjie Cai Minyi Luo Xionghu Zhong Hao Chen OOD 27 6 0 28 Aug 2021
SynFace: Face Recognition with Synthetic Data Haibo Qiu Baosheng Yu Dihong Gong Zhifeng Li Wei Liu Dacheng Tao 27 124 0 18 Aug 2021
PIT: Position-Invariant Transform for Cross-FoV Domain Adaptation Qiqi Gu Qianyu Zhou Minghao Xu Zhengyang Feng Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma ViT 27 43 0 16 Aug 2021
Self-supervised Learning of Occlusion Aware Flow Guided 3D Geometry Perception with Adaptive Cross Weighted Loss from Monocular Videos Jiaojiao Fang Guizhong Liu 3DPC SSL 24 0 0 09 Aug 2021
Learning to Relate Depth and Semantics for Unsupervised Domain Adaptation Suman Saha Anton Obukhov D. Paudel Menelaos Kanakis Yuhua Chen Stamatios Georgoulis Luc Van Gool OOD 39 55 0 17 May 2021
Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation Qin Wang Dengxin Dai Lukas Hoyer Luc Van Gool Olga Fink OOD MDE 53 139 0 28 Apr 2021
Multi-source Pseudo-label Learning of Semantic Segmentation for the Scene Recognition of Agricultural Mobile Robots Shigemichi Matsuzaki J. Miura Hiroaki Masuzawa 32 9 0 12 Feb 2021
Semantics for Robotic Mapping, Perception and Interaction: A Survey Sourav Garg Niko Sünderhauf Feras Dayoub D. Morrison Akansel Cosgun ... Tat-Jun Chin Ian Reid Stephen Gould Peter Corke Michael Milford 24 115 0 02 Jan 2021
EffiScene: Efficient Per-Pixel Rigidity Inference for Unsupervised Joint Learning of Optical Flow, Depth, Camera Pose and Motion Segmentation Yang Jiao T. Tran Guangming Shi 35 33 0 16 Nov 2020
SeasonDepth: Cross-Season Monocular Depth Prediction Dataset and Benchmark under Multiple Environments Hanjiang Hu B. Yang Zhijian Qiao Shiqi Liu Weiang Shi Zuxin Liu Wenhao Ding Ding Zhao Hesheng Wang VLM MDE 35 14 0 09 Nov 2020
Automated Synthetic-to-Real Generalization Wuyang Chen Zhiding Yu Zhangyang Wang Anima Anandkumar 17 68 0 14 Jul 2020
From Real to Synthetic and Back: Synthesizing Training Data for Multi-Person Scene Understanding Igor Kviatkovsky Nadav Bhonker Gérard Medioni 33 3 0 03 Jun 2020
FDA: Fourier Domain Adaptation for Semantic Segmentation Yanchao Yang Stefano Soatto OOD 36 882 0 11 Apr 2020
Context-Aware Domain Adaptation in Semantic Segmentation Jinyu Yang Weizhi An Chao-chao Yan P. Zhao Junzhou Huang 33 56 0 09 Mar 2020
SVIRO: Synthetic Vehicle Interior Rear Seat Occupancy Dataset and Benchmark S. Cruz Oliver Wasenmüller H. Beise Thomas Stifter D. Stricker 19 43 0 10 Jan 2020
Domain Bridge for Unpaired Image-to-Image Translation and Unsupervised Domain Adaptation Fabio Pizzati Raoul de Charette Michela Zaccaria Pietro Cerri 29 74 0 23 Oct 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 46 348 0 25 Sep 2019
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 233 789 0 26 Aug 2019
Self-supervised Learning with Geometric Constraints in Monocular Video: Connecting Flow, Depth, and Camera Yuhua Chen Cordelia Schmid C. Sminchisescu SSL MDE 23 243 0 12 Jul 2019
Generating All the Roads to Rome: Road Layout Randomization for Improved Road Marking Segmentation Tom Bruls Horia Porav Lars Kunze Paul Newman 13 6 0 10 Jul 2019
Semi-Supervised Learning by Augmented Distribution Alignment Qin Wang Wen Li Luc Van Gool 18 68 0 20 May 2019
Deep Multi-modal Object Detection and Semantic Segmentation for Autonomous Driving: Datasets, Methods, and Challenges Di Feng Christian Haase-Schuetz Lars Rosenbaum Heinz Hertlein Claudius Gläser Fabian Duffhauss W. Wiesbeck Klaus C. J. Dietmayer 3DPC 41 987 0 21 Feb 2019
DLOW: Domain Flow for Adaptation and Generalization R. Gong Wen Li Yuhua Chen Luc Van Gool OOD AI4CE 36 349 0 13 Dec 2018
High-resolution Deep Convolutional Generative Adversarial Networks J. Curtò I. Zarza Fernando de la Torre Irwin King Michael R. Lyu GAN 35 35 0 17 Nov 2017