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Model Adaptation with Synthetic and Real Data for Semantic Dense Foggy
  Scene Understanding

Model Adaptation with Synthetic and Real Data for Semantic Dense Foggy Scene Understanding

3 August 2018
Daniel Gehrig
Dengxin Dai
Simon Hecker
Luc Van Gool
ArXivPDFHTML

Papers citing "Model Adaptation with Synthetic and Real Data for Semantic Dense Foggy Scene Understanding"

50 / 51 papers shown
Title
NPSim: Nighttime Photorealistic Simulation From Daytime Images With Monocular Inverse Rendering and Ray Tracing
NPSim: Nighttime Photorealistic Simulation From Daytime Images With Monocular Inverse Rendering and Ray Tracing
Shutong Zhang
41
0
0
15 Feb 2025
Adaptive Hardness-driven Augmentation and Alignment Strategies for Multi-Source Domain Adaptations
Adaptive Hardness-driven Augmentation and Alignment Strategies for Multi-Source Domain Adaptations
Yang Yuxiang
Zeng Xinyi
Zeng Pinxian
Zu Chen
Yan Binyu
Zhou Jiliu
Wang Yan
53
0
0
02 Jan 2025
HazeCLIP: Towards Language Guided Real-World Image Dehazing
HazeCLIP: Towards Language Guided Real-World Image Dehazing
Ruiyi Wang
Wenhao Li
Xiaohong Liu
Chunyi Li
Zicheng Zhang
Xiongkuo Min
Guangtao Zhai
CLIP
VLM
82
4
0
18 Jul 2024
Language-Guided Instance-Aware Domain-Adaptive Panoptic Segmentation
Language-Guided Instance-Aware Domain-Adaptive Panoptic Segmentation
Elham Amin Mansour
Ozan Unal
Suman Saha
Benjamin Bejar
Luc Van Gool
51
1
0
04 Apr 2024
Benchmarking the Robustness of Panoptic Segmentation for Automated
  Driving
Benchmarking the Robustness of Panoptic Segmentation for Automated Driving
Yiting Wang
Haonan Zhao
Daniel Gummadi
M. Dianati
Kurt Debattista
Valentina Donzella
44
2
0
23 Feb 2024
IDD-AW: A Benchmark for Safe and Robust Segmentation of Drive Scenes in
  Unstructured Traffic and Adverse Weather
IDD-AW: A Benchmark for Safe and Robust Segmentation of Drive Scenes in Unstructured Traffic and Adverse Weather
Furqan Ahmed Shaik
Abhishek Malreddy
Nikhil Reddy Billa
Kunal Chaudhary
Sunny Manchanda
Girish Varma
25
11
0
24 Nov 2023
Condition-Invariant Semantic Segmentation
Condition-Invariant Semantic Segmentation
Daniel Gehrig
David Brüggemann
Feng Yu
Luc Van Gool
70
4
0
27 May 2023
Human Pose Estimation in Extremely Low-Light Conditions
Human Pose Estimation in Extremely Low-Light Conditions
Sohyun Lee
Jaesung Rim
Boseung Jeong
Geon-Yeong Kim
Byungju Woo
Haechan Lee
Sung-Jin Cho
Suha Kwak
VLM
57
22
0
27 Mar 2023
WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse
  Weather Removal
WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal
Yulin Luo
Rui Zhao
Xi Wei
Jinwei Chen
Yijie Lu
Shenghao Xie
Tianyu Wang
Ruiqin Xiong
Ming Lu
Shanghang Zhang
36
3
0
24 Mar 2023
Focus on Your Target: A Dual Teacher-Student Framework for
  Domain-adaptive Semantic Segmentation
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
38
8
0
16 Mar 2023
Semantic Image Segmentation: Two Decades of Research
Semantic Image Segmentation: Two Decades of Research
G. Csurka
Riccardo Volpi
Boris Chidlovskii
3DV
42
50
0
13 Feb 2023
Adversarial Alignment for Source Free Object Detection
Adversarial Alignment for Source Free Object Detection
Qi Chu
Shuyan Li
Guangyi Chen
Kai Li
Xiu Li
31
35
0
11 Jan 2023
One-Shot Domain Adaptive and Generalizable Semantic Segmentation with
  Class-Aware Cross-Domain Transformers
One-Shot Domain Adaptive and Generalizable Semantic Segmentation with Class-Aware Cross-Domain Transformers
R. Gong
Qin Wang
Dengxin Dai
Luc Van Gool
ViT
32
4
0
14 Dec 2022
CONDA: Continual Unsupervised Domain Adaptation Learning in Visual
  Perception for Self-Driving Cars
CONDA: Continual Unsupervised Domain Adaptation Learning in Visual Perception for Self-Driving Cars
Thanh-Dat Truong
Pierce Helton
A. Moustafa
J. Cothren
Khoa Luu
CLL
58
7
0
01 Dec 2022
VBLC: Visibility Boosting and Logit-Constraint Learning for Domain
  Adaptive Semantic Segmentation under Adverse Conditions
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
51
13
0
22 Nov 2022
Online Domain Adaptation for Semantic Segmentation in Ever-Changing
  Conditions
Online Domain Adaptation for Semantic Segmentation in Ever-Changing Conditions
Theodoros Panagiotakopoulos
Pier Luigi Dovesi
Linus Harenstam-Nielsen
Matteo Poggi
CLL
28
18
0
21 Jul 2022
SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain
  Adaptation
SHIFT: A Synthetic Driving Dataset for Continuous Multi-Task Domain Adaptation
Tao Sun
Mattia Segu
Janis Postels
Yuxuan Wang
Luc Van Gool
Bernt Schiele
F. Tombari
Feng Yu
TTA
57
149
0
16 Jun 2022
Source Domain Subset Sampling for Semi-Supervised Domain Adaptation in
  Semantic Segmentation
Source Domain Subset Sampling for Semi-Supervised Domain Adaptation in Semantic Segmentation
Daehan Kim
Min-seok Seo
Jinsun Park
Dong-Geol Choi
TTA
48
3
0
30 Apr 2022
FIFO: Learning Fog-invariant Features for Foggy Scene Segmentation
FIFO: Learning Fog-invariant Features for Foggy Scene Segmentation
Sohyun Lee
Taeyoung Son
Suha Kwak
53
72
0
04 Apr 2022
On the Road to Online Adaptation for Semantic Image Segmentation
On the Road to Online Adaptation for Semantic Image Segmentation
Riccardo Volpi
Pau de Jorge
Diane Larlus
G. Csurka
OffRL
37
26
0
30 Mar 2022
LiDAR Snowfall Simulation for Robust 3D Object Detection
LiDAR Snowfall Simulation for Robust 3D Object Detection
Martin Hahner
Daniel Gehrig
Mario Bijelic
Felix Heide
Feng Yu
Dengxin Dai
Luc Van Gool
3DPC
25
112
0
28 Mar 2022
Conquering Ghosts: Relation Learning for Information Reliability
  Representation and End-to-End Robust Navigation
Conquering Ghosts: Relation Learning for Information Reliability Representation and End-to-End Robust Navigation
Kefan Jin
Xi Han
36
3
0
14 Mar 2022
Amplitude Spectrum Transformation for Open Compound Domain Adaptive
  Semantic Segmentation
Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation
Jogendra Nath Kundu
Akshay Ravindra Kulkarni
Suvaansh Bhambri
Varun Jampani
R. Venkatesh Babu
48
11
0
09 Feb 2022
FogAdapt: Self-Supervised Domain Adaptation for Semantic Segmentation of
  Foggy Images
FogAdapt: Self-Supervised Domain Adaptation for Semantic Segmentation of Foggy Images
Javed Iqbal
R. Hafiz
Mohsen Ali
TTA
31
19
0
07 Jan 2022
Unsupervised Domain Adaptation for Semantic Image Segmentation: a
  Comprehensive Survey
Unsupervised Domain Adaptation for Semantic Image Segmentation: a Comprehensive Survey
G. Csurka
Riccardo Volpi
Boris Chidlovskii
OOD
VLM
3DV
70
40
0
06 Dec 2021
Both Style and Fog Matter: Cumulative Domain Adaptation for Semantic
  Foggy Scene Understanding
Both Style and Fog Matter: Cumulative Domain Adaptation for Semantic Foggy Scene Understanding
Xianzheng Ma
Zhixiang Wang
Yacheng Zhan
Yinqiang Zheng
Zheng Wang
Dengxin Dai
Chia-Wen Lin
23
56
0
01 Dec 2021
DAFormer: Improving Network Architectures and Training Strategies for
  Domain-Adaptive Semantic Segmentation
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation
Lukas Hoyer
Dengxin Dai
Luc Van Gool
AI4CE
45
454
0
29 Nov 2021
SynFace: Face Recognition with Synthetic Data
SynFace: Face Recognition with Synthetic Data
Haibo Qiu
Baosheng Yu
Dihong Gong
Zhifeng Li
Wei Liu
Dacheng Tao
32
124
0
18 Aug 2021
Fog Simulation on Real LiDAR Point Clouds for 3D Object Detection in
  Adverse Weather
Fog Simulation on Real LiDAR Point Clouds for 3D Object Detection in Adverse Weather
Martin Hahner
Daniel Gehrig
Dengxin Dai
Luc Van Gool
3DPC
39
144
0
11 Aug 2021
Self-Adversarial Disentangling for Specific Domain Adaptation
Self-Adversarial Disentangling for Specific Domain Adaptation
Qianyu Zhou
Qiqi Gu
Jiangmiao Pang
Xuequan Lu
Lizhuang Ma
69
49
0
08 Aug 2021
A Comprehensive Survey and Taxonomy on Single Image Dehazing Based on
  Deep Learning
A Comprehensive Survey and Taxonomy on Single Image Dehazing Based on Deep Learning
Jie Gui
Xiaofeng Cong
Yuan Cao
Wenqi Ren
Jun Zhang
Jing Zhang
Jie Cao
Dacheng Tao
31
56
0
07 Jun 2021
Domain Adaptive Semantic Segmentation with Self-Supervised Depth
  Estimation
Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation
Qin Wang
Dengxin Dai
Lukas Hoyer
Luc Van Gool
Olga Fink
OOD
MDE
58
139
0
28 Apr 2021
Contrastive Learning for Compact Single Image Dehazing
Contrastive Learning for Compact Single Image Dehazing
Haiyan Wu
Yanyun Qu
Shaohui Lin
Jingren Zhou
Ruizhi Qiao
Zhizhong Zhang
Yuan Xie
Lizhuang Ma
133
566
0
19 Apr 2021
Exploiting Diverse Characteristics and Adversarial Ambivalence for
  Domain Adaptive Segmentation
Exploiting Diverse Characteristics and Adversarial Ambivalence for Domain Adaptive Segmentation
Bowen Cai
Huan Fu
Rongfei Jia
Binqiang Zhao
Hua Li
Yinghui Xu
33
4
0
10 Dec 2020
Heuristic Domain Adaptation
Heuristic Domain Adaptation
Shuhao Cui
Xuan Jin
Shuhui Wang
Yuan He
Qingming Huang
30
49
0
30 Nov 2020
Affinity Space Adaptation for Semantic Segmentation Across Domains
Affinity Space Adaptation for Semantic Segmentation Across Domains
Wei Zhou
Yukang Wang
Jiajia Chu
Jiehua Yang
X. Bai
Yongchao Xu
14
60
0
26 Sep 2020
URIE: Universal Image Enhancement for Visual Recognition in the Wild
URIE: Universal Image Enhancement for Visual Recognition in the Wild
Taeyoung Son
Juwon Kang
N. Kim
Sunghyun Cho
Suha Kwak
OOD
27
47
0
17 Jul 2020
You Only Look Yourself: Unsupervised and Untrained Single Image Dehazing
  Neural Network
You Only Look Yourself: Unsupervised and Untrained Single Image Dehazing Neural Network
Boyun Li
Yuanbiao Gou
Shuhang Gu
Jerry Liu
Qiufeng Wang
Xi Peng
17
197
0
30 Jun 2020
Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation
  for Semantic Nighttime Image Segmentation
Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation
Daniel Gehrig
Dengxin Dai
Luc Van Gool
43
158
0
28 May 2020
Optical Flow in Dense Foggy Scenes using Semi-Supervised Learning
Optical Flow in Dense Foggy Scenes using Semi-Supervised Learning
Wending Yan
Aashish Sharma
R. Tan
27
43
0
04 Apr 2020
Blind Image Restoration without Prior Knowledge
Blind Image Restoration without Prior Knowledge
N. Elron
S. Yuval
Dmitry Rudoy
Noam Levy
31
6
0
03 Mar 2020
A Little Fog for a Large Turn
A Little Fog for a Large Turn
Harshitha Machiraju
V. Balasubramanian
AAML
15
9
0
16 Jan 2020
CrDoCo: Pixel-level Domain Transfer with Cross-Domain Consistency
CrDoCo: Pixel-level Domain Transfer with Cross-Domain Consistency
Yun-Chun Chen
Yen-Yu Lin
Ming-Hsuan Yang
Jia-Bin Huang
39
276
0
09 Jan 2020
Semantic Understanding of Foggy Scenes with Purely Synthetic Data
Semantic Understanding of Foggy Scenes with Purely Synthetic Data
Martin Hahner
Dengxin Dai
Daniel Gehrig
Jan-Nico Zaech
Luc Van Gool
32
61
0
09 Oct 2019
Open Compound Domain Adaptation
Open Compound Domain Adaptation
Ziwei Liu
Zhongqi Miao
Xingang Pan
Xiaohang Zhan
Dahua Lin
Stella X. Yu
Boqing Gong
45
131
0
08 Sep 2019
See Clearer at Night: Towards Robust Nighttime Semantic Segmentation
  through Day-Night Image Conversion
See Clearer at Night: Towards Robust Nighttime Semantic Segmentation through Day-Night Image Conversion
Lei Sun
Kaiwei Wang
Kailun Yang
Kaite Xiang
GAN
30
91
0
16 Aug 2019
Attention Guided Low-light Image Enhancement with a Large Scale
  Low-light Simulation Dataset
Attention Guided Low-light Image Enhancement with a Large Scale Low-light Simulation Dataset
Feifan Lv
Yu Li
Feng Lu
3DV
29
267
0
02 Aug 2019
Benchmarking Robustness in Object Detection: Autonomous Driving when
  Winter is Coming
Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming
Claudio Michaelis
Benjamin Mitzkus
Robert Geirhos
E. Rusak
Oliver Bringmann
Alexander S. Ecker
Matthias Bethge
Wieland Brendel
3DPC
30
437
0
17 Jul 2019
Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for
  Semantic Nighttime Image Segmentation
Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation
Daniel Gehrig
Dengxin Dai
Luc Van Gool
30
20
0
17 Jan 2019
Curriculum Model Adaptation with Synthetic and Real Data for Semantic
  Foggy Scene Understanding
Curriculum Model Adaptation with Synthetic and Real Data for Semantic Foggy Scene Understanding
Dengxin Dai
Daniel Gehrig
Simon Hecker
Luc Van Gool
37
140
0
05 Jan 2019
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