Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation

28 May 2020

Luc Van Gool

Papers citing "Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation"

50 / 78 papers shown

Title
A review of advancements in low-light image enhancement using deep learning Fangxue Liu Lei Fan 45 0 0 09 May 2025
DUDA: Distilled Unsupervised Domain Adaptation for Lightweight Semantic Segmentation Beomseok Kang Niluthpol Chowdhury Mithun Abhinav Rajvanshi Han-Pang Chiu S. Samarasekera 24 0 0 14 Apr 2025
LangDA: Building Context-Awareness via Language for Domain Adaptive Semantic Segmentation Chang Liu Bavesh Balaji Saad Hossain C Thomas Kwei-Herng Lai Raviteja Vemulapalli Alexander Wong Sirisha Rambhatla 44 0 0 17 Mar 2025
WeatherDG: LLM-assisted Diffusion Model for Procedural Weather Generation in Domain-Generalized Semantic Segmentation Chenghao Qian Yuhu Guo Yuhong Mo Wenjing Li DiffM 35 2 0 31 Dec 2024
Leveraging Contrastive Learning for Semantic Segmentation with Consistent Labels Across Varying Appearances Javier Montalvo Roberto Alcover-Couso Pablo Carballeira Álvaro García-Martín Juan C. Sanmiguel Marcos Escudero-Viñolo 72 0 0 21 Dec 2024
Cityscape-Adverse: Benchmarking Robustness of Semantic Segmentation with Realistic Scene Modifications via Diffusion-Based Image Editing Naufal Suryanto Andro Aprila Adiputra Ahmada Yusril Kadiptya Thi-Thu-Huong Le Derry Pratama Yongsu Kim Howon Kim DiffM 49 0 0 01 Nov 2024
Reducing Semantic Ambiguity In Domain Adaptive Semantic Segmentation Via Probabilistic Prototypical Pixel Contrast Xiaoke Hao Shiyu Liu Chuanbo Feng Ye Zhu 28 0 0 27 Sep 2024
ISETHDR: A Physics-based Synthetic Radiance Dataset for High Dynamic Range Driving Scenes Zhenyi Liu Devesh Shah Brian Wandell 3DV 26 0 0 22 Aug 2024
Sun Off, Lights On: Photorealistic Monocular Nighttime Simulation for Robust Semantic Perception Konstantinos Tzevelekakis Shutong Zhang Luc Van Gool Christos Sakaridis 3DV 37 0 0 29 Jul 2024
PiPa++: Towards Unification of Domain Adaptive Semantic Segmentation via Self-supervised Learning Mu Chen Zhedong Zheng Yi Yang 38 0 0 24 Jul 2024
Training-Free Model Merging for Multi-target Domain Adaptation Wenyi Li Huan-ang Gao Mingju Gao Beiwen Tian Rong Zhi Hao Zhao MoMe 48 5 0 18 Jul 2024
Enhanced Model Robustness to Input Corruptions by Per-corruption Adaptation of Normalization Statistics Elena Camuffo Umberto Michieli Simone Milani J. Moon Mete Ozay 39 1 0 08 Jul 2024
RHRSegNet: Relighting High-Resolution Night-Time Semantic Segmentation Sarah Elmahdy Rodaina Hebishy Ali Hamdi SSeg 38 0 0 08 Jul 2024
Gradient-based Class Weighting for Unsupervised Domain Adaptation in Dense Prediction Visual Tasks Roberto Alcover-Couso Marcos Escudero-Viñolo Juan C. Sanmiguel Jesús Bescós AI4CE 36 3 0 01 Jul 2024
PIG: Prompt Images Guidance for Night-Time Scene Parsing Zhifeng Xie Rui Qiu Sen Wang Xin Tan Yuan Xie Lizhuang Ma 35 2 0 15 Jun 2024
Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation Dong Zhao Shuang Wang Qi Zang Licheng Jiao N. Sebe Zhun Zhong 60 2 0 10 Jun 2024
Hierarchical Insights: Exploiting Structural Similarities for Reliable 3D Semantic Segmentation M. Dreissig Florian Piewak Joschka Boedecker 27 1 0 09 Apr 2024
CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning Ziyang Gong Fuhao Li Yupeng Deng Deblina Bhattacharjee Xianzheng Ma Xiangwei Zhu Zhenming Ji 68 9 0 26 Mar 2024
CPA-Enhancer: Chain-of-Thought Prompted Adaptive Enhancer for Object Detection under Unknown Degradations Yuwei Zhang Yan Wu Yanming Liu Xinyue Peng 41 5 0 17 Mar 2024
ControlUDA: Controllable Diffusion-assisted Unsupervised Domain Adaptation for Cross-Weather Semantic Segmentation Fengyi Shen Li Zhou Kagan Kucukaytekin Ziyuan Liu He Wang Alois C. Knoll DiffM 23 2 0 09 Feb 2024
MUSES: The Multi-Sensor Semantic Perception Dataset for Driving under Uncertainty Tim Brödermann David Brüggemann Christos Sakaridis Kevin Ta Odysseas Liagouris Jason Corkill Luc Van Gool 21 9 0 23 Jan 2024
NeRFmentation: NeRF-based Augmentation for Monocular Depth Estimation Casimir Feldmann Niall Siegenheim Nikolas Hars Lovro Rabuzin Mert Ertugrul Luca Wolfart Marc Pollefeys Z. Bauer Martin R. Oswald 22 4 0 08 Jan 2024
Unsupervised Domain Adaptation for Semantic Segmentation with Pseudo Label Self-Refinement Xingchen Zhao Niluthpol Chowdhury Mithun Abhinav Rajvanshi Han-Pang Chiu S. Samarasekera 30 10 0 25 Oct 2023
Towards Dynamic and Small Objects Refinement for Unsupervised Domain Adaptative Nighttime Semantic Segmentation Jingyi Pan Sihang Li Yucheng Chen Jinjin Zhu Lin Wang 12 2 0 07 Oct 2023
BTSeg: Barlow Twins Regularization for Domain Adaptation in Semantic Segmentation Johannes Kunzel A. Hilsmann Peter Eisert 15 0 0 31 Aug 2023
Understanding Dark Scenes by Contrasting Multi-Modal Observations Xiaoyu Dong Naoto Yokoya 32 5 0 23 Aug 2023
SegDA: Maximum Separable Segment Mask with Pseudo Labels for Domain Adaptive Semantic Segmentation Anant Khandelwal 24 1 0 10 Aug 2023
CMDA: Cross-Modality Domain Adaptation for Nighttime Semantic Segmentation Ruihao Xia Chaoqiang Zhao Meng Zheng Ziyan Wu Qiyu Sun Yang Tang 36 29 0 29 Jul 2023
Prompting Diffusion Representations for Cross-Domain Semantic Segmentation R. Gong Martin Danelljan Hanqi Sun Julio Mangas Luc Van Gool DiffM VLM 26 22 0 05 Jul 2023
DisPlacing Objects: Improving Dynamic Vehicle Detection via Visual Place Recognition under Adverse Conditions Stephen Hausler Sourav Garg Punarjay Chakravarty Shubham Shrivastava Ankit Vora Michael Milford 24 2 0 30 Jun 2023
Residual Spatial Fusion Network for RGB-Thermal Semantic Segmentation Ping Li Junjie Chen Binbin Lin Xianghua Xu 37 17 0 17 Jun 2023
Enhancing Visual Domain Adaptation with Source Preparation Anirudh Ramesh Anurag Ghosh Christoph Mertz J. Schneider 18 1 0 16 Jun 2023
Flare7K++: Mixing Synthetic and Real Datasets for Nighttime Flare Removal and Beyond Yu Dai Chongyi Li Shangchen Zhou Ruicheng Feng Yihang Luo Chen Change Loy 25 26 0 07 Jun 2023
Condition-Invariant Semantic Segmentation Christos Sakaridis David Brüggemann F. I. F. Richard Yu Luc Van Gool 49 4 0 27 May 2023
Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool AI4CE OOD 23 23 0 26 Apr 2023
NeRF-Loc: Visual Localization with Conditional Neural Radiance Field Jianlin Liu Qiang Nie Y. Liu Chengjie Wang 21 37 0 17 Apr 2023
Tracker Meets Night: A Transformer Enhancer for UAV Tracking Junjie Ye Changhong Fu Ziang Cao Shan An Guang-Zheng Zheng Bowen Li 35 51 0 20 Mar 2023
Focus on Your Target: A Dual Teacher-Student Framework for Domain-adaptive Semantic Segmentation Xinyue Huo Lingxi Xie Wen-gang Zhou Houqiang Li Qi Tian 26 8 0 16 Mar 2023
Contrastive Model Adaptation for Cross-Condition Robustness in Semantic Segmentation David Brüggemann Christos Sakaridis Tim Brödermann Luc Van Gool VLM 41 13 0 09 Mar 2023
Diffusion in the Dark: A Diffusion Model for Low-Light Text Recognition Cindy M. Nguyen E. R. Chan Alexander W. Bergman Gordon Wetzstein DiffM 87 20 0 07 Mar 2023
A Survey on Semi-Supervised Semantic Segmentation Adrian Peláez-Vegas Pablo Mesejo Julián Luengo 22 27 0 20 Feb 2023
STEPS: Joint Self-supervised Nighttime Image Enhancement and Depth Estimation Yupeng Zheng Chengliang Zhong Pengfei Li Huan-ang Gao Yuhang Zheng ... Ling Wang Hao Zhao Guyue Zhou Qichao Zhang Dong Zhao 26 33 0 02 Feb 2023
Learning Gradients of Convex Functions with Monotone Gradient Networks Shreyas Chaudhari Srinivasa Pranav J. M. F. Moura 9 6 0 25 Jan 2023
Hybrid Open-set Segmentation with Synthetic Negative Data Matej Grcić Sinivsa vSegvić 13 6 0 19 Jan 2023
Not Just Pretty Pictures: Toward Interventional Data Augmentation Using Text-to-Image Generators Jianhao Yuan Francesco Pinto Adam Davies Philip H. S. Torr DiffM 27 12 0 21 Dec 2022
Day2Dark: Pseudo-Supervised Activity Recognition beyond Silent Daylight Yunhua Zhang Hazel Doughty Cees G. M. Snoek VLM 35 0 0 05 Dec 2022
MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation Lukas Hoyer Dengxin Dai Haoran Wang Luc Van Gool 46 220 0 02 Dec 2022
Exploring Consistency in Cross-Domain Transformer for Domain Adaptive Semantic Segmentation Kaihong Wang Donghyun Kim Regerio Feris Kate Saenko Margrit Betke ViT 22 4 0 27 Nov 2022
VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions Mingjiang Li Binhui Xie Shuang Li Chi Harold Liu Xinjing Cheng 27 12 0 22 Nov 2022
LoopDA: Constructing Self-loops to Adapt Nighttime Semantic Segmentation Fengyi Shen Zador Pataki A. Gurram Ziyuan Liu He Wang Alois Knoll 16 6 0 21 Nov 2022