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Instance Adaptive Self-Training for Unsupervised Domain Adaptation

Instance Adaptive Self-Training for Unsupervised Domain Adaptation

27 August 2020
Ke Mei
Chuang Zhu
Jiaqi Zou
Shanghang Zhang
ArXivPDFHTML

Papers citing "Instance Adaptive Self-Training for Unsupervised Domain Adaptation"

50 / 57 papers shown
Title
Depth-Sensitive Soft Suppression with RGB-D Inter-Modal Stylization Flow for Domain Generalization Semantic Segmentation
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
41
0
0
11 May 2025
Collaborative Learning for Enhanced Unsupervised Domain Adaptation
Collaborative Learning for Enhanced Unsupervised Domain Adaptation
Minhee Cho
Hyesong Choi
Hayeon Jo
Dongbo Min
27
1
0
04 Sep 2024
Enhancing AI Diagnostics: Autonomous Lesion Masking via Semi-Supervised
  Deep Learning
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
40
0
0
18 Apr 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
42
1
0
04 Apr 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
47
5
0
05 Mar 2024
Source-Free Unsupervised Domain Adaptation with Hypothesis Consolidation
  of Prediction Rationale
Source-Free Unsupervised Domain Adaptation with Hypothesis Consolidation of Prediction Rationale
Yangyang Shu
Xiaofeng Cao
Qi Chen
Bowen Zhang
Ziqin Zhou
Anton Van Den Hengel
Lingqiao Liu
26
0
0
02 Feb 2024
Domain Adaptation for Large-Vocabulary Object Detectors
Domain Adaptation for Large-Vocabulary Object Detectors
Kai Jiang
Jiaxing Huang
Weiying Xie
Jie Lei
Yunsong Li
Ling Shao
Shijian Lu
ObjD
VLM
40
2
0
13 Jan 2024
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
24
1
0
10 Aug 2023
Test-Time Training on Video Streams
Test-Time Training on Video Streams
Renhao Wang
Yu Sun
Yossi Gandelsman
Xinlei Chen
Alexei A. Efros
Alexei A. Efros
Xiaolong Wang
TTA
ViT
3DGS
41
16
0
11 Jul 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
24
26
0
05 Apr 2023
C-SFDA: A Curriculum Learning Aided Self-Training Framework for
  Efficient Source Free Domain Adaptation
C-SFDA: A Curriculum Learning Aided Self-Training Framework for Efficient Source Free Domain Adaptation
Nazmul Karim
Niluthpol Chowdhury Mithun
Abhinav Rajvanshi
Han-Pang Chiu
S. Samarasekera
Nazanin Rahnavard
TTA
21
56
0
30 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
57
1
0
14 Feb 2023
Class Overwhelms: Mutual Conditional Blended-Target Domain Adaptation
Class Overwhelms: Mutual Conditional Blended-Target Domain Adaptation
P. Xu
Boyu Wang
Charles Ling
32
6
0
03 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
30
9
0
18 Jan 2023
Self-Training Guided Disentangled Adaptation for Cross-Domain Remote
  Sensing Image Semantic Segmentation
Self-Training Guided Disentangled Adaptation for Cross-Domain Remote Sensing Image Semantic Segmentation
Qi Zhao
Shuchang Lyu
Binghao Liu
Lijiang Chen
Hongbo Zhao
23
18
0
13 Jan 2023
1st Place Solution to NeurIPS 2022 Challenge on Visual Domain Adaptation
1st Place Solution to NeurIPS 2022 Challenge on Visual Domain Adaptation
Daehan Kim
Min-seok Seo
Youngjin Jeon
Dong-Geol Choi
OOD
33
1
0
26 Nov 2022
ELDA: Using Edges to Have an Edge on Semantic Segmentation Based UDA
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
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
48
53
0
14 Nov 2022
Hierarchical Instance Mixing across Domains in Aerial Segmentation
Hierarchical Instance Mixing across Domains in Aerial Segmentation
Edoardo Arnaudo
A. Tavera
F. Dominici
Carlo Masone
Barbara Caputo
19
7
0
12 Oct 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
33
0
0
05 Oct 2022
Learning from Future: A Novel Self-Training Framework for Semantic
  Segmentation
Learning from Future: A Novel Self-Training Framework for Semantic Segmentation
Ye Du
Yujun Shen
Haochen Wang
Jingjing Fei
Wei Li
Liwei Wu
Rui Zhao
Zehua Fu
Qingjie Liu
42
29
0
15 Sep 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
34
17
0
23 Aug 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
24
18
0
21 Jul 2022
DecoupleNet: Decoupled Network for Domain Adaptive Semantic Segmentation
DecoupleNet: Decoupled Network for Domain Adaptive Semantic Segmentation
Xin Lai
Zhuotao Tian
Xiaogang Xu
Ying-Cong Chen
Shu Liu
Hengshuang Zhao
Liwei Wang
Jiaya Jia
27
45
0
20 Jul 2022
Rethinking Unsupervised Domain Adaptation for Semantic Segmentation
Rethinking Unsupervised Domain Adaptation for Semantic Segmentation
Zhijie Wang
Masanori Suganuma
Takayuki Okatani
OOD
25
2
0
30 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
40
3
0
30 Apr 2022
CALI: Coarse-to-Fine ALIgnments Based Unsupervised Domain Adaptation of
  Traversability Prediction for Deployable Autonomous Navigation
CALI: Coarse-to-Fine ALIgnments Based Unsupervised Domain Adaptation of Traversability Prediction for Deployable Autonomous Navigation
Zheng Chen
Durgakant Pushp
Lantao Liu
19
6
0
20 Apr 2022
Unsupervised Contrastive Domain Adaptation for Semantic Segmentation
Unsupervised Contrastive Domain Adaptation for Semantic Segmentation
Feihu Zhang
V. Koltun
Philip Torr
René Ranftl
Stephan R. Richter
21
6
0
18 Apr 2022
Bidirectional Self-Training with Multiple Anisotropic Prototypes for
  Domain Adaptive Semantic Segmentation
Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation
Yulei Lu
Yawei Luo
Li Zhang
Zheyang Li
Yi Yang
Jun Xiao
OOD
19
29
0
16 Apr 2022
Undoing the Damage of Label Shift for Cross-domain Semantic Segmentation
Undoing the Damage of Label Shift for Cross-domain Semantic Segmentation
Yahao Liu
Jinhong Deng
Jiale Tao
Tong Chu
Lixin Duan
Wen Li
30
21
0
12 Apr 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
24
29
0
06 Apr 2022
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic
  Segmentation
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation
Runfa Chen
Yu Rong
Shangmin Guo
Jiaqi Han
Gang Hua
Tingyang Xu
Wenbing Huang
ViT
15
20
0
15 Mar 2022
Continual BatchNorm Adaptation (CBNA) for Semantic Segmentation
Continual BatchNorm Adaptation (CBNA) for Semantic Segmentation
Marvin Klingner
Mouadh Ayache
Tim Fingscheidt
19
12
0
02 Mar 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
32
5
0
26 Feb 2022
Beyond Deterministic Translation for Unsupervised Domain Adaptation
Beyond Deterministic Translation for Unsupervised Domain Adaptation
E. Chiou
Eleftheria Panagiotaki
Iasonas Kokkinos
35
2
0
15 Feb 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
65
40
0
06 Dec 2021
Unsupervised Adaptation of Semantic Segmentation Models without Source
  Data
Unsupervised Adaptation of Semantic Segmentation Models without Source Data
S. Paul
Ansh Khurana
Gaurav Aggarwal
OOD
123
7
0
04 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
9
55
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
24
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
36
450
0
29 Nov 2021
Towards Fewer Annotations: Active Learning via Region Impurity and
  Prediction Uncertainty for Domain Adaptive Semantic Segmentation
Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation
Binhui Xie
Longhui Yuan
Shuang Li
Chi Harold Liu
Xinjing Cheng
UQCV
34
89
0
25 Nov 2021
Multi-Domain Incremental Learning for Semantic Segmentation
Multi-Domain Incremental Learning for Semantic Segmentation
Prachi Garg
Rohit Saluja
V. Balasubramanian
Chetan Arora
A. Subramanian
C. V. Jawahar
CLL
25
32
0
23 Oct 2021
LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic
  Segmentation
LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation
Junjue Wang
Zhuo Zheng
A. Ma
Xiaoyan Lu
Yanfei Zhong
40
323
0
17 Oct 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
Feng Yu
Luc Van Gool
41
9
0
10 Sep 2021
LabOR: Labeling Only if Required for Domain Adaptive Semantic
  Segmentation
LabOR: Labeling Only if Required for Domain Adaptive Semantic Segmentation
Inkyu Shin
Dong-Jin Kim
Jae-Won Cho
Sanghyun Woo
Kwanyong Park
In So Kweon
18
55
0
12 Aug 2021
Adversarial Unsupervised Domain Adaptation with Conditional and Label
  Shift: Infer, Align and Iterate
Adversarial Unsupervised Domain Adaptation with Conditional and Label Shift: Infer, Align and Iterate
Xiaofeng Liu
Zhenhua Guo
Site Li
Fangxu Xing
J. You
C.-C. Jay Kuo
G. El Fakhri
Jonghye Woo
27
74
0
28 Jul 2021
Unsupervised Domain Adaptation for Video Semantic Segmentation
Unsupervised Domain Adaptation for Video Semantic Segmentation
Inkyu Shin
Kwanyong Park
Sanghyun Woo
In So Kweon
11
10
0
23 Jul 2021
Domain Adaptive Video Segmentation via Temporal Consistency
  Regularization
Domain Adaptive Video Segmentation via Temporal Consistency Regularization
Dayan Guan
Jiaxing Huang
Aoran Xiao
Shijian Lu
24
37
0
23 Jul 2021
AUGCO: Augmentation Consistency-guided Self-training for Source-free
  Domain Adaptive Semantic Segmentation
AUGCO: Augmentation Consistency-guided Self-training for Source-free Domain Adaptive Semantic Segmentation
Viraj Prabhu
Shivam Khare
Deeksha Kartik
Judy Hoffman
TTA
26
21
0
21 Jul 2021
DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic
  Segmentation
DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation
Li Gao
Jing Zhang
Lefei Zhang
Dacheng Tao
29
85
0
20 Jul 2021
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