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DACS: Domain Adaptation via Cross-domain Mixed Sampling

DACS: Domain Adaptation via Cross-domain Mixed Sampling

17 July 2020
Wilhelm Tranheden
Viktor Olsson
Juliano Pinto
Lennart Svensson
ArXivPDFHTML

Papers citing "DACS: Domain Adaptation via Cross-domain Mixed Sampling"

50 / 52 papers shown
Title
Language-Driven Dual Style Mixing for Single-Domain Generalized Object Detection
Language-Driven Dual Style Mixing for Single-Domain Generalized Object Detection
Hongda Qin
Xiao-Qiang Lu
Zhiyong Wei
Yihong Cao
Kailun Yang
Ningjiang Chen
ObjD
MLLM
VLM
31
0
0
12 May 2025
What is the Added Value of UDA in the VFM Era?
What is the Added Value of UDA in the VFM Era?
B. B. Englert
Tommie Kerssies
Gijs Dubbelman
39
0
0
25 Apr 2025
Earth-Adapter: Bridge the Geospatial Domain Gaps with Mixture of Frequency Adaptation
Earth-Adapter: Bridge the Geospatial Domain Gaps with Mixture of Frequency Adaptation
Xiaoxing Hu
Ziyang Gong
Y. Wang
Yuru Jia
Gen Luo
Xue Yang
97
0
0
08 Apr 2025
HierDAMap: Towards Universal Domain Adaptive BEV Mapping via Hierarchical Perspective Priors
Siyu Li
Yihong Cao
Hao-miao Shi
Yongsheng Zang
Xuan He
Kailun Yang
Z. Li
58
0
0
10 Mar 2025
Exploring Semi-Supervised Learning for Online Mapping
Exploring Semi-Supervised Learning for Online Mapping
Adam Lilja
Erik Wallin
Junsheng Fu
Lars Hammarstrand
SSL
44
1
0
14 Oct 2024
Collaborative Learning for Enhanced Unsupervised Domain Adaptation
Collaborative Learning for Enhanced Unsupervised Domain Adaptation
Minhee Cho
Hyesong Choi
Hayeon Jo
Dongbo Min
25
1
0
04 Sep 2024
UDA4Inst: Unsupervised Domain Adaptation for Instance Segmentation
UDA4Inst: Unsupervised Domain Adaptation for Instance Segmentation
Yachan Guo
Yi Xiao
Danna Xue
Jose Luis Gomez Zurita
Antonio M. López
58
0
0
15 May 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
34
1
0
04 Apr 2024
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation
LEAD: Learning Decomposition for Source-free Universal Domain Adaptation
Sanqing Qu
Tianpei Zou
Lianghua He
Florian Röhrbein
Alois C. Knoll
Guang Chen
Changjun Jiang
45
12
0
06 Mar 2024
DDF: A Novel Dual-Domain Image Fusion Strategy for Remote Sensing Image Semantic Segmentation with Unsupervised Domain Adaptation
DDF: A Novel Dual-Domain Image Fusion Strategy for Remote Sensing Image Semantic Segmentation with Unsupervised Domain Adaptation
Lingyan Ran
Lushuang Wang
Tao Zhuo
Yinghui Xing
34
5
0
05 Mar 2024
Instance-Level Safety-Aware Fidelity of Synthetic Data and Its
  Calibration
Instance-Level Safety-Aware Fidelity of Synthetic Data and Its Calibration
Chih-Hong Cheng
Paul Stöckel
Xingyu Zhao
22
2
0
10 Feb 2024
ControlUDA: Controllable Diffusion-assisted Unsupervised Domain
  Adaptation for Cross-Weather Semantic Segmentation
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
19
2
0
09 Feb 2024
All for One, and One for All: UrbanSyn Dataset, the third Musketeer of Synthetic Driving Scenes
All for One, and One for All: UrbanSyn Dataset, the third Musketeer of Synthetic Driving Scenes
J. L. Gómez
Manuel Silva
Antonio Seoane
Agnes Borrás
Mario Noriega
Germán Ros
Jose A. Iglesias-Guitian
Antonio M. López
3DPC
64
12
0
19 Dec 2023
Compositional Semantic Mix for Domain Adaptation in Point Cloud
  Segmentation
Compositional Semantic Mix for Domain Adaptation in Point Cloud Segmentation
Cristiano Saltori
Fabio Galasso
G. Fiameni
N. Sebe
Fabio Poiesi
Elisa Ricci
3DPC
27
19
0
28 Aug 2023
SegDA: Maximum Separable Segment Mask with Pseudo Labels for Domain
  Adaptive Semantic Segmentation
SegDA: Maximum Separable Segment Mask with Pseudo Labels for Domain Adaptive Semantic Segmentation
Anant Khandelwal
16
1
0
10 Aug 2023
Cross-modal & Cross-domain Learning for Unsupervised LiDAR Semantic
  Segmentation
Cross-modal & Cross-domain Learning for Unsupervised LiDAR Semantic Segmentation
Yiyang Chen
Shanshan Zhao
Changxing Ding
Liyao Tang
Chaoyue Wang
Dacheng Tao
3DPC
18
2
0
05 Aug 2023
Dual-level Interaction for Domain Adaptive Semantic Segmentation
Dual-level Interaction for Domain Adaptive Semantic Segmentation
Dongyu Yao
Boheng Li
19
3
0
16 Jul 2023
Contrast, Stylize and Adapt: Unsupervised Contrastive Learning Framework
  for Domain Adaptive Semantic Segmentation
Contrast, Stylize and Adapt: Unsupervised Contrastive Learning Framework for Domain Adaptive Semantic Segmentation
Tianyu Li
Subhankar Roy
Huayi Zhou
Hongtao Lu
Stéphane Lathuilière
19
12
0
15 Jun 2023
Condition-Invariant Semantic Segmentation
Condition-Invariant Semantic Segmentation
Christos Sakaridis
David Brüggemann
F. I. F. Richard Yu
Luc Van Gool
47
4
0
27 May 2023
DiGA: Distil to Generalize and then Adapt for Domain Adaptive Semantic
  Segmentation
DiGA: Distil to Generalize and then Adapt for Domain Adaptive Semantic Segmentation
Fengyi Shen
A. Gurram
Ziyuan Liu
He Wang
Alois Knoll
8
26
0
05 Apr 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
21
8
0
16 Mar 2023
Modality-Agnostic Debiasing for Single Domain Generalization
Modality-Agnostic Debiasing for Single Domain Generalization
Sanqing Qu
Yingwei Pan
Guang-Sheng Chen
Ting Yao
Changjun Jiang
Tao Mei
28
20
0
13 Mar 2023
Virtual Guidance as a Mid-level Representation for Navigation with Augmented Reality
Virtual Guidance as a Mid-level Representation for Navigation with Augmented Reality
Hsuan-Kung Yang
Tsung-Chih Chiang
Tingxin Liu
Chun-Wei Huang
Jou-Min Liu
Tsu-Ching Hsiao
Chun-Yi Lee
21
1
0
05 Mar 2023
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation
Chuanglu Zhu
Kebin Liu
Wenqi Tang
Ke Mei
Jiaqi Zou
Tiejun Huang
49
1
0
14 Feb 2023
Semantic Image Segmentation: Two Decades of Research
Semantic Image Segmentation: Two Decades of Research
G. Csurka
Riccardo Volpi
Boris Chidlovskii
3DV
24
49
0
13 Feb 2023
MADAv2: Advanced Multi-Anchor Based Active Domain Adaptation
  Segmentation
MADAv2: Advanced Multi-Anchor Based Active Domain Adaptation Segmentation
Munan Ning
Donghuan Lu
Yujia Xie
Dongdong Chen
Dong Wei
Yefeng Zheng
Yonghong Tian
Shuicheng Yan
Liuliang Yuan
22
9
0
18 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
16
4
0
14 Dec 2022
QuadFormer: Quadruple Transformer for Unsupervised Domain Adaptation in
  Power Line Segmentation of Aerial Images
QuadFormer: Quadruple Transformer for Unsupervised Domain Adaptation in Power Line Segmentation of Aerial Images
P. Rao
Feng Qiao
Weide Zhang
Yiliang Xu
Yong Deng
Guangbin Wu
Qiang Zhang
29
8
0
29 Nov 2022
Exploring Consistency in Cross-Domain Transformer for Domain Adaptive
  Semantic Segmentation
Exploring Consistency in Cross-Domain Transformer for Domain Adaptive Semantic Segmentation
Kaihong Wang
Donghyun Kim
Regerio Feris
Kate Saenko
Margrit Betke
ViT
20
4
0
27 Nov 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
13
12
0
22 Nov 2022
Computational Imaging for Machine Perception: Transferring Semantic
  Segmentation beyond Aberrations
Computational Imaging for Machine Perception: Transferring Semantic Segmentation beyond Aberrations
Qi Jiang
Haowen Shi
Shaohua Gao
Jiaming Zhang
Kailun Yang
Lei Sun
Huajian Ni
Kaiwei Wang
19
5
0
21 Nov 2022
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain
  Adaptative Semantic Segmentation
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation
Mu Chen
Zhedong Zheng
Yi Yang
Tat-Seng Chua
40
53
0
14 Nov 2022
WUDA: Unsupervised Domain Adaptation Based on Weak Source Domain Labels
WUDA: Unsupervised Domain Adaptation Based on Weak Source Domain Labels
Shengjie Liu
Chuanglu Zhu
Wenqi Tang
23
0
0
05 Oct 2022
Self-supervised Pre-training for Semantic Segmentation in an Indoor
  Scene
Self-supervised Pre-training for Semantic Segmentation in an Indoor Scene
Sulabh Shrestha
Yimeng Li
Jana Kosecka
3DPC
SSL
SSeg
28
2
0
04 Oct 2022
Threshold-adaptive Unsupervised Focal Loss for Domain Adaptation of
  Semantic Segmentation
Threshold-adaptive Unsupervised Focal Loss for Domain Adaptation of Semantic Segmentation
Wei Yan
Yeqiang Qian
Chunxiang Wang
Ming Yang
21
16
0
23 Aug 2022
CoSMix: Compositional Semantic Mix for Domain Adaptation in 3D LiDAR
  Segmentation
CoSMix: Compositional Semantic Mix for Domain Adaptation in 3D LiDAR Segmentation
Cristiano Saltori
Fabio Galasso
G. Fiameni
N. Sebe
Elisa Ricci
Fabio Poiesi
3DPC
19
64
0
20 Jul 2022
ML-BPM: Multi-teacher Learning with Bidirectional Photometric Mixing for
  Open Compound Domain Adaptation in Semantic Segmentation
ML-BPM: Multi-teacher Learning with Bidirectional Photometric Mixing for Open Compound Domain Adaptation in Semantic Segmentation
Fei Pan
S. Hur
Seokju Lee
Junsik Kim
In So Kweon
25
11
0
19 Jul 2022
Domain-Agnostic Prior for Transfer Semantic Segmentation
Domain-Agnostic Prior for Transfer Semantic Segmentation
Xinyue Huo
Lingxi Xie
Hengtong Hu
Wen-gang Zhou
Houqiang Li
Qi Tian
11
29
0
06 Apr 2022
DGSS : Domain Generalized Semantic Segmentation using Iterative Style
  Mining and Latent Representation Alignment
DGSS : Domain Generalized Semantic Segmentation using Iterative Style Mining and Latent Representation Alignment
P. Shyam
Antyanta Bangunharcana
Kuk-Jin Yoon
Kyung-soo Kim
19
5
0
26 Feb 2022
Continual Coarse-to-Fine Domain Adaptation in Semantic Segmentation
Continual Coarse-to-Fine Domain Adaptation in Semantic Segmentation
Donald Shenaj
F. Barbato
Umberto Michieli
Pietro Zanuttigh
CLL
24
16
0
18 Jan 2022
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
9
54
0
01 Dec 2021
ConDA: Unsupervised Domain Adaptation for LiDAR Segmentation via
  Regularized Domain Concatenation
ConDA: Unsupervised Domain Adaptation for LiDAR Segmentation via Regularized Domain Concatenation
Lingdong Kong
N. Quader
Venice Erin Liong
8
48
0
30 Nov 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
14
450
0
29 Nov 2021
TACS: Taxonomy Adaptive Cross-Domain Semantic Segmentation
TACS: Taxonomy Adaptive Cross-Domain Semantic Segmentation
R. Gong
Martin Danelljan
Dengxin Dai
D. Paudel
Ajad Chhatkuli
F. I. F. Richard Yu
Luc Van Gool
36
9
0
10 Sep 2021
Addressing materials' microstructure diversity using transfer learning
Addressing materials' microstructure diversity using transfer learning
Aurèle Goetz
Ali Riza Durmaz
Martin Müller
Akhil Thomas
D. Britz
P. Kerfriden
C. Eberl
OOD
14
21
0
29 Jul 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
45
139
0
28 Apr 2021
Differential Treatment for Stuff and Things: A Simple Unsupervised
  Domain Adaptation Method for Semantic Segmentation
Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation
Zhonghao Wang
Mo Yu
Yunchao Wei
Rogerio Feris
Jinjun Xiong
Wen-mei W. Hwu
Thomas S. Huang
Humphrey Shi
OOD
179
232
0
18 Mar 2020
Label-Driven Reconstruction for Domain Adaptation in Semantic
  Segmentation
Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation
Jinyu Yang
Weizhi An
Sheng Wang
Xinliang Zhu
Chao-chao Yan
Junzhou Huang
69
109
0
10 Mar 2020
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain
  Adaptive Semantic Segmentation
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation
Zhedong Zheng
Yi Yang
NoLa
174
497
0
08 Mar 2020
Confidence Regularized Self-Training
Confidence Regularized Self-Training
Yang Zou
Zhiding Yu
Xiaofeng Liu
B. Kumar
Jinsong Wang
216
789
0
26 Aug 2019
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