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Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
PACS
SelfReg (ResNet18)
https://arxiv.org/abs/2104.09841v1
Accuracy
59.59
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
Digits-five
Crafting-Shifts(LeNet)
https://arxiv.org/abs/2409.19774v1
Accuracy
82.61
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
Digits-five
ProRandConv (LeNet)
https://arxiv.org/abs/2304.00424v1
Accuracy
81.35
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
Digits-five
CADA (LeNet)
https://ieeexplore.ieee.org/document/10031006
Accuracy
80.56
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
Digits-five
MCL (LeNet)
https://arxiv.org/abs/2304.03709v1
Accuracy
78.82
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
Digits-five
MetaCNN (LeNet)
http://openaccess.thecvf.com//content/CVPR2022/html/Wan_Meta_Convolutional_Neural_Networks_for_Single_Domain_Generalization_CVPR_2022_paper.html
Accuracy
78.76
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
Digits-five
ABA (LeNet)
https://arxiv.org/abs/2307.09520v2
Accuracy
76.72
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization
Digits-five
L2D (LeNet)
https://arxiv.org/abs/2108.11726v3
Accuracy
74.46
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization > Photo to Rest Generalization
PACS
Crafting-Shifts(ResNet18)
https://arxiv.org/abs/2409.19774v1
Accuracy
65.85
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization > Photo to Rest Generalization
PACS
ProRandConv (ResNet18)
https://arxiv.org/abs/2304.00424v1
Accuracy
62.89
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization > Photo to Rest Generalization
PACS
Crafting-Shifts(AlexNet)
https://arxiv.org/abs/2409.19774v1
Accuracy
60.97
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization > Photo to Rest Generalization
PACS
MCL (ResNet18)
https://arxiv.org/abs/2304.03709v1
Accuracy
59.6
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization > Photo to Rest Generalization
PACS
ABA (ResNet18)
https://arxiv.org/abs/2307.09520v2
Accuracy
59.04
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization > Photo to Rest Generalization
PACS
MetaCNN (AlexNet)
http://openaccess.thecvf.com//content/CVPR2022/html/Wan_Meta_Convolutional_Neural_Networks_for_Single_Domain_Generalization_CVPR_2022_paper.html
Accuracy
57.17
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization > Photo to Rest Generalization
PACS
CADA (ResNet18)
https://ieeexplore.ieee.org/document/10031006
Accuracy
56.65
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization > Photo to Rest Generalization
PACS
PACS (AlexNet)
https://arxiv.org/abs/2108.11726v3
Accuracy
55.24
Domain Adaptation > Domain Generalization > Single-Source Domain Generalization > Photo to Rest Generalization
MiniDomainNet
Crafting-Shifts(ResNet18)
https://arxiv.org/abs/2409.19774v1
Accuracy
57.35
Domain Adaptation > Test-time Adaptation
ImageNet-C
DeYO
https://arxiv.org/abs/2403.07366v1
Mean Accuracy
48.6
Domain Adaptation > Source-Free Domain Adaptation
PACS
SPM
https://arxiv.org/abs/2505.24216v1
Average Accuracy
86.7
Domain Adaptation > Source-Free Domain Adaptation
PACS
DRA
https://arxiv.org/abs/2504.13077v1
Average Accuracy
84.0
Domain Adaptation > Source-Free Domain Adaptation
PACS
NEL
https://openaccess.thecvf.com/content/WACV2022/html/Ahmed_Cleaning_Noisy_Labels_by_Negative_Ensemble_Learning_for_Source-Free_Unsupervised_WACV_2022_paper.html
Average Accuracy
72.4
Domain Adaptation > Source-Free Domain Adaptation
SYNTHIA-to-Cityscapes
STPL
https://arxiv.org/abs/2303.14361v1
mIoU
51.8
Domain Adaptation > Source-Free Domain Adaptation
Cityscapes to Dark Zurich
CMA
https://arxiv.org/abs/2303.05194v3
mIoU
53.6
Domain Adaptation > Source-Free Domain Adaptation
VisDA-2017
RCL
https://arxiv.org/abs/2405.18376v1
Accuracy
93.2
Domain Adaptation > Source-Free Domain Adaptation
VisDA-2017
SFDA2++
https://arxiv.org/abs/2403.10834v1
Accuracy
89.6
Domain Adaptation > Source-Free Domain Adaptation
VisDA-2017
SPM
https://arxiv.org/abs/2505.24216v1
Accuracy
89.4
Domain Adaptation > Source-Free Domain Adaptation
VisDA-2017
SFDA2
https://arxiv.org/abs/2403.10834v1
Accuracy
88.1
Domain Adaptation > Source-Free Domain Adaptation
VisDA-2017
C-SFDA
https://arxiv.org/abs/2303.17132v1
Accuracy
87.8
Domain Adaptation > Source-Free Domain Adaptation
VisDA-2017
DaC
https://arxiv.org/abs/2211.06612v1
Accuracy
87.3
Domain Adaptation > Source-Free Domain Adaptation
VisDA-2017
SHOT++
https://arxiv.org/abs/2012.07297v3
Accuracy
87.3
Domain Adaptation > Source-Free Domain Adaptation
VisDA-2017
NRC
https://arxiv.org/abs/2110.04202v3
Accuracy
85.9
Domain Adaptation > Source-Free Domain Adaptation
VisDA-2017
G-SFDA
https://arxiv.org/abs/2108.01614v2
Accuracy
85.4
Domain Adaptation > Source-Free Domain Adaptation
VisDA-2017
SHOT
https://arxiv.org/abs/2002.08546v6
Accuracy
82.9
Domain Adaptation > Source-Free Domain Adaptation
VIPER-to-Cityscapes
STPL
https://arxiv.org/abs/2303.14361v1
mIoU
52.5
Domain Adaptation > Source-Free Domain Adaptation
Cityscapes to ACDC
CMA
https://arxiv.org/abs/2303.05194v3
mIoU
69.1
Domain Adaptation > Source-Free Domain Adaptation
Cityscapes to ACDC
CMFormer
https://arxiv.org/abs/2307.00371v5
mIoU
60.1
Domain Adaptation > Source-Free Domain Adaptation
GTA5 to Cityscapes
HALO
https://arxiv.org/abs/2306.11180v5
mIoU
73.3
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
GT
https://arxiv.org/abs/2504.15404v1
AP50
50.8
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
SF-UT
https://arxiv.org/abs/2407.07586v1
AP50
45.0
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
LPLD
https://arxiv.org/abs/2407.13524v1
AP50
40.9
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
PETS
https://arxiv.org/abs/2311.13930v1
AP50
40.3
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
DACA
https://arxiv.org/abs/2402.06213v1
AP50
39.9
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
HCL
https://arxiv.org/abs/2110.03374v6
AP50
39.7
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
LPU
https://arxiv.org/abs/2310.12705v1
AP50
38.8
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
IRG
https://arxiv.org/abs/2203.15793v4
AP50
37.1
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
LODS
http://openaccess.thecvf.com//content/CVPR2022/html/Li_Source-Free_Object_Detection_by_Learning_To_Overlook_Domain_Style_CVPR_2022_paper.html
AP50
35.8
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
AASFOD
https://arxiv.org/abs/2301.04265v1
AP50
35.4
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
MT
http://arxiv.org/abs/1703.01780v6
AP50
34.3
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
SFOD-Mosaic
https://arxiv.org/abs/2012.05400v1
AP50
33.5
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
Cityscapes to Foggy Cityscapes
SFOD
https://arxiv.org/abs/2012.05400v1
AP50
30.6
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
GT
https://arxiv.org/abs/2504.15404v1
R@0.05
0.06
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
GT
https://arxiv.org/abs/2504.15404v1
R@0.3
0.45
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
GT
https://arxiv.org/abs/2504.15404v1
R@0.5
0.65
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
GT
https://arxiv.org/abs/2504.15404v1
R@1.0
0.92
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
GT
https://arxiv.org/abs/2504.15404v1
AUC
0.589
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
GT
https://arxiv.org/abs/2504.15404v1
F1-score
0.758
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
IRG
https://arxiv.org/abs/2003.00707v2
R@0.05
0.05
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
IRG
https://arxiv.org/abs/2003.00707v2
R@0.3
0.05
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
IRG
https://arxiv.org/abs/2003.00707v2
R@0.5
0.07
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
IRG
https://arxiv.org/abs/2003.00707v2
R@1.0
0.09
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
IRG
https://arxiv.org/abs/2003.00707v2
AUC
0.110
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
IRG
https://arxiv.org/abs/2003.00707v2
F1-score
0.120
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
Mexforer
https://arxiv.org/abs/2107.12636v4
R@0.05
0.02
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
Mexforer
https://arxiv.org/abs/2107.12636v4
R@0.3
0.03
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
Mexforer
https://arxiv.org/abs/2107.12636v4
R@0.5
0.03
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
Mexforer
https://arxiv.org/abs/2107.12636v4
R@1.0
0.03
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
Mexforer
https://arxiv.org/abs/2107.12636v4
AUC
0.060
Domain Adaptation > Source-Free Domain Adaptation > Source Free Object Detection
InBreast
Mexforer
https://arxiv.org/abs/2107.12636v4
F1-score
0.090
Domain Adaptation > Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation
SynLiDAR-to-SemanticPOSS
TTYD
https://arxiv.org/abs/2409.04409v1
mIoU
39.1
Domain Adaptation > Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation
nuScenes-to-SemanticKITTI
TTYD
https://arxiv.org/abs/2409.04409v1
mIoU
45.4
Domain Adaptation > Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation
nuScenes-to-Pandaset
TTYD
https://arxiv.org/abs/2409.04409v1
mIoU
65.7
Domain Adaptation > Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation
SynLiDAR-to-SemanticKITTI
TTYD
https://arxiv.org/abs/2409.04409v1
mIoU
32.4
Domain Adaptation > Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation
nuScenes-to-SemanticPOSS
TTYD
https://arxiv.org/abs/2409.04409v1
mIoU
64.5
Domain Adaptation > Source-Free Domain Adaptation > 3D Source-Free Domain Adaptation
nuScenes-to-Waymo Open Dataset
TTYD
https://arxiv.org/abs/2409.04409v1
mIoU
55.5
Domain Adaptation > Universal Domain Adaptation
Office-31
UniAM
https://arxiv.org/abs/2304.11862v4
H-score
95.95
Domain Adaptation > Universal Domain Adaptation
Office-31
UniAM
https://arxiv.org/abs/2304.11862v4
Source-Free
no
Domain Adaptation > Universal Domain Adaptation
Office-31
MLNet
https://arxiv.org/abs/2312.07871v4
H-score
92.8
Domain Adaptation > Universal Domain Adaptation
Office-31
MLNet
https://arxiv.org/abs/2312.07871v4
Source-Free
no
Domain Adaptation > Universal Domain Adaptation
Office-31
SAN
http://openaccess.thecvf.com//content/ICCV2023/html/Zang_Boosting_Novel_Category_Discovery_Over_Domains_with_Soft_Contrastive_Learning_ICCV_2023_paper.html
H-score
91.8
Domain Adaptation > Universal Domain Adaptation
Office-31
SAN
http://openaccess.thecvf.com//content/ICCV2023/html/Zang_Boosting_Novel_Category_Discovery_Over_Domains_with_Soft_Contrastive_Learning_ICCV_2023_paper.html
Source-Free
no
Domain Adaptation > Universal Domain Adaptation
Office-31
UniOT
https://arxiv.org/abs/2210.17067v2
H-score
91.13
Domain Adaptation > Universal Domain Adaptation
Office-31
UniOT
https://arxiv.org/abs/2210.17067v2
Source-Free
no
Domain Adaptation > Universal Domain Adaptation
Office-31
GLC
https://arxiv.org/abs/2303.07110v1
H-score
87.8
Domain Adaptation > Universal Domain Adaptation
Office-31
GLC
https://arxiv.org/abs/2303.07110v1
Source-Free
yes
Domain Adaptation > Universal Domain Adaptation
Office-31
LEAD
https://arxiv.org/abs/2403.03421v1
H-score
87.8
Domain Adaptation > Universal Domain Adaptation
Office-31
LEAD
https://arxiv.org/abs/2403.03421v1
Source-Free
yes
Domain Adaptation > Universal Domain Adaptation
Office-31
GATE
http://openaccess.thecvf.com//content/CVPR2022/html/Chen_Geometric_Anchor_Correspondence_Mining_With_Uncertainty_Modeling_for_Universal_Domain_CVPR_2022_paper.html
H-score
87.6
Domain Adaptation > Universal Domain Adaptation
Office-31
GATE
http://openaccess.thecvf.com//content/CVPR2022/html/Chen_Geometric_Anchor_Correspondence_Mining_With_Uncertainty_Modeling_for_Universal_Domain_CVPR_2022_paper.html
Source-Free
no
Domain Adaptation > Universal Domain Adaptation
Office-31
UMAD
https://arxiv.org/abs/2112.08553v1
H-score
87.0
Domain Adaptation > Universal Domain Adaptation
Office-31
UMAD
https://arxiv.org/abs/2112.08553v1
Source-Free
yes
Domain Adaptation > Universal Domain Adaptation
Office-31
OVANet
https://arxiv.org/abs/2104.03344v4
H-score
86.5
Domain Adaptation > Universal Domain Adaptation
Office-31
OVANet
https://arxiv.org/abs/2104.03344v4
Source-Free
no
Domain Adaptation > Universal Domain Adaptation
Office-31
DCC
http://www.guangrui.li/papers/guangruiCVPR2021.pdf
H-score
80.16
Domain Adaptation > Universal Domain Adaptation
Office-31
DCC
http://www.guangrui.li/papers/guangruiCVPR2021.pdf
Source-Free
no
Domain Adaptation > Universal Domain Adaptation
Office-31
CMU
https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/2396_ECCV_2020_paper.php
H-score
73.14
Domain Adaptation > Universal Domain Adaptation
Office-31
CMU
https://www.ecva.net/papers/eccv_2020/papers_ECCV/html/2396_ECCV_2020_paper.php
Source-Free
no
Domain Adaptation > Universal Domain Adaptation
Office-31
UAN
http://openaccess.thecvf.com/content_CVPR_2019/html/You_Universal_Domain_Adaptation_CVPR_2019_paper.html
H-score
63.46
Domain Adaptation > Universal Domain Adaptation
Office-31
UAN
http://openaccess.thecvf.com/content_CVPR_2019/html/You_Universal_Domain_Adaptation_CVPR_2019_paper.html
Source-Free
no
Domain Adaptation > Universal Domain Adaptation
Office-Home
TASC
https://arxiv.org/abs/2506.03521v1
H-Score
89.44
Domain Adaptation > Universal Domain Adaptation
Office-Home
TASC
https://arxiv.org/abs/2506.03521v1
Source-free
no