task_path
stringlengths
3
199
dataset
stringlengths
1
128
model_name
stringlengths
1
223
paper_url
stringlengths
21
601
metric_name
stringlengths
1
50
metric_value
stringlengths
1
9.22k
Domain Adaptation > Unsupervised Domain Adaptation
Pascal VOC to Clipart1K
ILLUME
https://openaccess.thecvf.com/content/WACV2022/html/Khindkar_To_Miss-Attend_Is_to_Misalign_Residual_Self-Attentive_Feature_Alignment_for_WACV_2022_paper.html
mAP
41.6
Domain Adaptation > Unsupervised Domain Adaptation
Office-31
PMTrans
https://arxiv.org/abs/2303.13434v2
Accuracy
95.3
Domain Adaptation > Unsupervised Domain Adaptation
Office-31
EUDA
https://arxiv.org/abs/2407.21311v1
Accuracy
92
Domain Adaptation > Unsupervised Domain Adaptation
Office-31
PDA (CLIP, ViT-B/16)
https://arxiv.org/abs/2312.09553v2
Accuracy
91.2
Domain Adaptation > Unsupervised Domain Adaptation
Office-31
CHATTY + MCC
https://arxiv.org/abs/2304.09623v2
Accuracy
89.9
Domain Adaptation > Unsupervised Domain Adaptation
Office-31
Implicit Alignment (with MDD)
https://arxiv.org/abs/2006.04996v1
Avg accuracy
88.8
Domain Adaptation > Unsupervised Domain Adaptation
PreSIL to KITTI
PointDAN
https://arxiv.org/abs/1911.02744v1
AP@0.7
17.1
Domain Adaptation > Unsupervised Domain Adaptation
PreSIL to KITTI
CycleGAN
https://arxiv.org/abs/1905.08955v1
AP@0.7
16.5
Domain Adaptation > Domain Generalization
PACS
SIMPLE+
https://openreview.net/forum?id=BqrPeZ_e5P
Average Accuracy
99.0
Domain Adaptation > Domain Generalization
PACS
PromptStyler (CLIP, ViT-L/14)
https://arxiv.org/abs/2307.15199v2
Average Accuracy
98.6
Domain Adaptation > Domain Generalization
PACS
GMDG (RegNetY-16GF, SWAD)
https://arxiv.org/abs/2402.18853v2
Average Accuracy
97.9
Domain Adaptation > Domain Generalization
PACS
D-Triplet(RegNetY-16GF)
https://arxiv.org/abs/2303.01233v1
Average Accuracy
97.6
Domain Adaptation > Domain Generalization
PACS
MoA (OpenCLIP, ViT-B/16)
https://arxiv.org/abs/2310.11031v2
Average Accuracy
97.4
Domain Adaptation > Domain Generalization
PACS
GMDG (e RegNetY-16GF)
https://arxiv.org/abs/2402.18853v2
Average Accuracy
97.3
Domain Adaptation > Domain Generalization
PACS
PromptStyler (CLIP, ViT-B/16)
https://arxiv.org/abs/2307.15199v2
Average Accuracy
97.2
Domain Adaptation > Domain Generalization
PACS
SPG (CLIP, ViT-B/16)
https://arxiv.org/abs/2404.19286v2
Average Accuracy
97.0
Domain Adaptation > Domain Generalization
PACS
MIRO (RegNetY-16GF, SWAD)
https://arxiv.org/abs/2203.10789v2
Average Accuracy
96.8
Domain Adaptation > Domain Generalization
PACS
CAR-FT (CLIP, ViT-B/16)
https://arxiv.org/abs/2211.16175v1
Average Accuracy
96.8
Domain Adaptation > Domain Generalization
PACS
VL2V-SD (CLIP, ViT-B/16)
https://arxiv.org/abs/2310.08255v2
Average Accuracy
96.68
Domain Adaptation > Domain Generalization
PACS
SEDGE+
https://arxiv.org/abs/2203.04600v1
Average Accuracy
96.1
Domain Adaptation > Domain Generalization
PACS
Ensemble of Averages (RegNetY-16GF)
https://arxiv.org/abs/2110.10832v4
Average Accuracy
95.8
Domain Adaptation > Domain Generalization
PACS
UniDG + CORAL + ConvNeXt-B
https://arxiv.org/abs/2310.10008v1
Average Accuracy
95.6
Domain Adaptation > Domain Generalization
PACS
CADG
https://arxiv.org/abs/2203.17067v3
Average Accuracy
94.6
Domain Adaptation > Domain Generalization
PACS
Ensemble of Averages (ResNeXt-50 32x4d)
https://arxiv.org/abs/2110.10832v4
Average Accuracy
93.2
Domain Adaptation > Domain Generalization
PACS
PromptStyler (CLIP, ResNet-50)
https://arxiv.org/abs/2307.15199v2
Average Accuracy
93.2
Domain Adaptation > Domain Generalization
PACS
SPG (CLIP, ResNet-50)
https://arxiv.org/abs/2404.19286v2
Average Accuracy
92.8
Domain Adaptation > Domain Generalization
PACS
EoQ (ResNet-50)
https://arxiv.org/abs/2410.06020v1
Average Accuracy
90.7
Domain Adaptation > Domain Generalization
PACS
Model Ratatouille
https://arxiv.org/abs/2212.10445v3
Average Accuracy
90.5
Domain Adaptation > Domain Generalization
PACS
RISE (ResNet-50)
https://arxiv.org/abs/2309.12530v1
Average Accuracy
90.2
Domain Adaptation > Domain Generalization
PACS
AdaClust (ResNet-50, SWAD)
https://arxiv.org/abs/2112.04766v2
Average Accuracy
89.2
Domain Adaptation > Domain Generalization
PACS
PCL (ResNet50, SWAD)
http://openaccess.thecvf.com//content/CVPR2022/html/Yao_PCL_Proxy-Based_Contrastive_Learning_for_Domain_Generalization_CVPR_2022_paper.html
Average Accuracy
88.7
Domain Adaptation > Domain Generalization
PACS
LRDG (ResNet-50)
https://arxiv.org/abs/2212.07101v1
Average Accuracy
88.63
Domain Adaptation > Domain Generalization
PACS
Ensemble of Averages (ResNet-50)
https://arxiv.org/abs/2110.10832v4
Average Accuracy
88.6
Domain Adaptation > Domain Generalization
PACS
BatchFormer(ResNet-50, SWAD)
https://arxiv.org/abs/2203.01522v2
Average Accuracy
88.6
Domain Adaptation > Domain Generalization
PACS
SIMPLE
https://openreview.net/forum?id=BqrPeZ_e5P
Average Accuracy
88.6
Domain Adaptation > Domain Generalization
PACS
MIRO (ResNet-50, SWAD)
https://arxiv.org/abs/2203.10789v2
Average Accuracy
88.4
Domain Adaptation > Domain Generalization
PACS
GMDG (ResNet-50, SWAD)
https://arxiv.org/abs/2402.18853v2
Average Accuracy
88.4
Domain Adaptation > Domain Generalization
PACS
VNE (ResNet-50, SWAD)
https://arxiv.org/abs/2304.01434v1
Average Accuracy
88.3
Domain Adaptation > Domain Generalization
PACS
SWAD (ResNet-50)
https://arxiv.org/abs/2102.08604v4
Average Accuracy
88.1
Domain Adaptation > Domain Generalization
PACS
GMoE-S/16
https://arxiv.org/abs/2206.04046v6
Average Accuracy
88.1
Domain Adaptation > Domain Generalization
PACS
QT-DoG (ResNet-50)
https://arxiv.org/abs/2410.06020v1
Average Accuracy
87.89
Domain Adaptation > Domain Generalization
PACS
DDG
https://arxiv.org/abs/2205.13913v1
Average Accuracy
87.87
Domain Adaptation > Domain Generalization
PACS
RSC (ResNet-50)
https://arxiv.org/abs/2007.02454v1
Average Accuracy
87.83
Domain Adaptation > Domain Generalization
PACS
WAKD (DeiT-Ti)
https://arxiv.org/abs/2309.11446v1
Average Accuracy
87.6
Domain Adaptation > Domain Generalization
PACS
MDG-Hybrid (ResNet-50)
https://arxiv.org/abs/2006.07500v3
Average Accuracy
87.52
Domain Adaptation > Domain Generalization
PACS
DREAME
https://arxiv.org/abs/2112.09802v3
Average Accuracy
87.35
Domain Adaptation > Domain Generalization
PACS
D-Triplet(Resnet-50)
https://arxiv.org/abs/2303.01233v1
Average Accuracy
87.3
Domain Adaptation > Domain Generalization
PACS
AdaClust (ResNet-50)
https://arxiv.org/abs/2112.04766v2
Average Accuracy
87.0
Domain Adaptation > Domain Generalization
PACS
Fishr(ResNet-50,DomainBed)
https://arxiv.org/abs/2109.02934v3
Average Accuracy
86.9
Domain Adaptation > Domain Generalization
PACS
Meta-DMoE (ResNet-50)
https://arxiv.org/abs/2210.03885v2
Average Accuracy
86.9
Domain Adaptation > Domain Generalization
PACS
POEM
https://arxiv.org/abs/2305.13046v1
Average Accuracy
86.7
Domain Adaptation > Domain Generalization
PACS
DSON (Resnet-50)
https://arxiv.org/abs/1907.04275v3
Average Accuracy
86.64
Domain Adaptation > Domain Generalization
PACS
STEAM (Resnet-18)
https://arxiv.org/abs/2112.07517v1
Average Accuracy
86.6
Domain Adaptation > Domain Generalization
PACS
WAKD (Resnet-18)
https://arxiv.org/abs/2309.11446v1
Average Accuracy
86.6
Domain Adaptation > Domain Generalization
PACS
XDED (ResNet-18)
https://openreview.net/forum?id=63PjP_UEKe
Average Accuracy
86.4
Domain Adaptation > Domain Generalization
PACS
XDED (ResNet-18)
https://arxiv.org/abs/2211.14058v1
Average Accuracy
86.4
Domain Adaptation > Domain Generalization
PACS
EISNet (Resnet-50)
https://arxiv.org/abs/2007.09316v1
Average Accuracy
85.84
Domain Adaptation > Domain Generalization
PACS
GMDG (ResNet-50)
https://arxiv.org/abs/2402.18853v2
Average Accuracy
85.6
Domain Adaptation > Domain Generalization
PACS
ERM (Resnet-50, DomainBed)
https://arxiv.org/abs/2007.01434v1
Average Accuracy
85.50
Domain Adaptation > Domain Generalization
PACS
ER (Resnet-50)
http://proceedings.neurips.cc/paper/2020/hash/b98249b38337c5088bbc660d8f872d6a-Abstract.html
Average Accuracy
85.34
Domain Adaptation > Domain Generalization
PACS
RSC (Resnet-50, DomainBed)
https://arxiv.org/abs/2007.02454v1
Average Accuracy
85.2
Domain Adaptation > Domain Generalization
PACS
RSC (Resnet-18)
https://arxiv.org/abs/2007.02454v1
Average Accuracy
85.15
Domain Adaptation > Domain Generalization
PACS
DSON (Resnet-18)
https://arxiv.org/abs/1907.04275v3
Average Accuracy
85.11
Domain Adaptation > Domain Generalization
PACS
StableNet (ResNet-18)
https://arxiv.org/abs/2104.07876v1
Average Accuracy
84.69
Domain Adaptation > Domain Generalization
PACS
DGIS (Resnet-18, Painting)
https://arxiv.org/abs/2006.11207v2
Average Accuracy
84.64
Domain Adaptation > Domain Generalization
PACS
MMD-AAE (Resnet-50, DomainBed)
http://openaccess.thecvf.com/content_cvpr_2018/html/Li_Domain_Generalization_With_CVPR_2018_paper.html
Average Accuracy
84.6
Domain Adaptation > Domain Generalization
PACS
Mixup (Resnet-50, DomainBed)
https://arxiv.org/abs/2001.00677v1
Average Accuracy
84.6
Domain Adaptation > Domain Generalization
PACS
DDEC (Resnet-18)
https://arxiv.org/abs/1909.08245v2
Average Accuracy
84.46
Domain Adaptation > Domain Generalization
PACS
GroupDRO (Resnet-50, DomainBed)
https://arxiv.org/abs/1911.08731v2
Average Accuracy
84.4
Domain Adaptation > Domain Generalization
PACS
MDG-Hybrid (Resnet-18)
https://arxiv.org/abs/2006.07500v3
Average Accuracy
84.35
Domain Adaptation > Domain Generalization
PACS
Stylized (Resnet-18)
https://arxiv.org/abs/2101.09060v2
Average Accuracy
84.32
Domain Adaptation > Domain Generalization
PACS
NAS-OoD (R
https://arxiv.org/abs/2109.02038v1
Average Accuracy
84.23
Domain Adaptation > Domain Generalization
PACS
SEDGE
https://arxiv.org/abs/2203.04600v1
Average Accuracy
84.1
Domain Adaptation > Domain Generalization
PACS
MixStyle (Resnet-18)
https://arxiv.org/abs/2104.02008v1
Average Accuracy
83.7
Domain Adaptation > Domain Generalization
PACS
SelfReg (Resnet-50)
https://arxiv.org/abs/2104.09841v1
Average Accuracy
83.62
Domain Adaptation > Domain Generalization
PACS
MetaReg (Resnet-50)
http://papers.nips.cc/paper/7378-metareg-towards-domain-generalization-using-meta-regularization
Average Accuracy
83.6
Domain Adaptation > Domain Generalization
PACS
DMG (Resnet-50)
https://arxiv.org/abs/2008.12839v1
Average Accuracy
83.37
Domain Adaptation > Domain Generalization
PACS
G2DM (ResNet-18)
https://arxiv.org/abs/1911.00804v6
Average Accuracy
83.34
Domain Adaptation > Domain Generalization
PACS
SagNet (Resnet-18)
https://arxiv.org/abs/1910.11645v4
Average Accuracy
83.25
Domain Adaptation > Domain Generalization
PACS
BNE (ResNet-18)
https://arxiv.org/abs/2011.12672v3
Average Accuracy
83.1
Domain Adaptation > Domain Generalization
PACS
DDAIG (Resnet-18)
https://arxiv.org/abs/2003.06054v1
Average Accuracy
83.1
Domain Adaptation > Domain Generalization
PACS
L2A-OT (Resnet-18)
https://arxiv.org/abs/2007.03304v3
Average Accuracy
82.8
Domain Adaptation > Domain Generalization
PACS
MASF (Resnet-50)
https://arxiv.org/abs/1910.13580v1
Average Accuracy
82.67
Domain Adaptation > Domain Generalization
PACS
CDANN (Resnet-50, DomainBed)
http://openaccess.thecvf.com/content_ECCV_2018/html/Ya_Li_Deep_Domain_Generalization_ECCV_2018_paper.html
Average Accuracy
82.6
Domain Adaptation > Domain Generalization
PACS
DecAug (Resnet-18)
https://arxiv.org/abs/2010.01007v1
Average Accuracy
82.4
Domain Adaptation > Domain Generalization
PACS
DecAug (Resnet-18)
https://arxiv.org/abs/2012.09382v1
Average Accuracy
82.39
Domain Adaptation > Domain Generalization
PACS
SagNet (Resnet-50)
https://arxiv.org/abs/1910.11645v4
Average Accuracy
82.3
Domain Adaptation > Domain Generalization
PACS
EISNet (Resnet-18)
https://arxiv.org/abs/2007.09316v1
Average Accuracy
82.15
Domain Adaptation > Domain Generalization
PACS
MMLD (Resnet-18, k=2)
https://arxiv.org/abs/1911.07661v1
Average Accuracy
81.83
Domain Adaptation > Domain Generalization
PACS
FAR (Resnet-18)
https://arxiv.org/abs/2006.12009v1
Average Accuracy
81.7
Domain Adaptation > Domain Generalization
PACS
MetaReg (Resnet-18)
http://papers.nips.cc/paper/7378-metareg-towards-domain-generalization-using-meta-regularization
Average Accuracy
81.7
Domain Adaptation > Domain Generalization
PACS
CuMix (Resnet-18)
https://arxiv.org/abs/2007.12256v2
Average Accuracy
81.6
Domain Adaptation > Domain Generalization
PACS
Epi-FCR (Resnet-18)
https://arxiv.org/abs/1902.00113v3
Average Accuracy
81.5
Domain Adaptation > Domain Generalization
PACS
S-MLDG (Resnet-18)
https://arxiv.org/abs/2004.01377v1
Average Accuracy
81.5
Domain Adaptation > Domain Generalization
PACS
DMG (Resnet-18)
https://arxiv.org/abs/2008.12839v1
Average Accuracy
81.46
Domain Adaptation > Domain Generalization
PACS
Jigsaw+Rotation (Resnet-18)
https://arxiv.org/abs/2007.12368v2
Average Accuracy
81.41
Domain Adaptation > Domain Generalization
PACS
ER (Resnet-18)
http://proceedings.neurips.cc/paper/2020/hash/b98249b38337c5088bbc660d8f872d6a-Abstract.html
Average Accuracy
81.38
Domain Adaptation > Domain Generalization
PACS
MASF (Resnet-18)
https://arxiv.org/abs/1910.13580v1
Average Accuracy
81.04
Domain Adaptation > Domain Generalization
PACS
D-SAM-Λ (Resnet-18)
http://arxiv.org/abs/1809.10966v1
Average Accuracy
80.72
Domain Adaptation > Domain Generalization
PACS
CrossGrad (Resnet-18)
http://arxiv.org/abs/1804.10745v2
Average Accuracy
80.7