|
FFTAT
|
Feature Fusion Transferability Aware Transformer …
|
96.00
|
2024-11-10
|
|
|
PMTrans
|
Patch-Mix Transformer for Unsupervised Domain Ada…
|
95.30
|
2023-03-23
|
|
|
CMKD
|
Unsupervised Domain Adaption Harnessing Vision-La…
|
94.40
|
2024-04-19
|
|
|
SSRT-B (ours)
|
Safe Self-Refinement for Transformer-based Domain…
|
93.50
|
2022-04-16
|
|
|
CDTrans
|
CDTrans: Cross-domain Transformer for Unsupervise…
|
92.60
|
2021-09-13
|
|
|
CoVi
|
Contrastive Vicinal Space for Unsupervised Domain…
|
91.80
|
2021-11-26
|
|
|
GSDE
|
Gradual Source Domain Expansion for Unsupervised …
|
91.70
|
2023-11-16
|
|
|
FixBi
|
FixBi: Bridging Domain Spaces for Unsupervised Do…
|
91.40
|
2020-11-18
|
|
|
Contrastive Adaptation Network
|
Contrastive Adaptation Network for Unsupervised D…
|
90.60
|
2019-01-04
|
|
|
DALN
|
Reusing the Task-specific Classifier as a Discrim…
|
90.40
|
2022-04-08
|
|
|
ELS
|
Free Lunch for Domain Adversarial Training: Envir…
|
90.40
|
2023-02-01
|
|
|
dSNE
|
$d$-SNE: Domain Adaptation using Stochastic Neigh…
|
90.01
|
2019-06-01
|
|
|
CPGA
|
Source-free Domain Adaptation via Avatar Prototyp…
|
89.90
|
2021-06-18
|
|
|
SFDA2
|
SF(DA)$^2$: Source-free Domain Adaptation Through…
|
89.90
|
2024-03-16
|
|
|
MDAIR
|
Modified Distribution Alignment for Domain Adapta…
|
89.80
|
2019-04-04
|
|
|
SPL
|
Unsupervised Domain Adaptation via Structured Pre…
|
89.60
|
2019-11-18
|
|
|
CADA-P
|
Attending to Discriminative Certainty for Domain …
|
89.50
|
2019-06-08
|
|
|
MEDM
|
Entropy Minimization vs. Diversity Maximization f…
|
89.20
|
2020-02-05
|
|
|
DADA
|
Discriminative Adversarial Domain Adaptation
|
89.00
|
2019-11-27
|
|
|
SHOT
|
Do We Really Need to Access the Source Data? Sour…
|
88.60
|
2020-02-20
|
|
|
DADA
|
Dual Adversarial Domain Adaptation
|
88.00
|
2020-01-01
|
|
|
GLOT-DR
|
Global-Local Regularization Via Distributional Ro…
|
87.80
|
2022-03-01
|
|
|
IAFN+ENT
|
Larger Norm More Transferable: An Adaptive Featur…
|
87.10
|
2018-11-19
|
|
|
MRKLD + LRENT
|
Confidence Regularized Self-Training
|
86.80
|
2019-08-26
|
|
|
GTA
|
Generate To Adapt: Aligning Domains using Generat…
|
86.50
|
2017-04-06
|
|
|
MEDA (ResNet50)
|
Transfer Learning with Dynamic Distribution Adapt…
|
85.70
|
2019-09-17
|
|
|
DAOD
|
Open Set Domain Adaptation: Theoretical Bound and…
|
85.40
|
2019-07-19
|
|
|
MADA
|
Multi-Adversarial Domain Adaptation
|
85.20
|
2018-09-04
|
|
|
DAGE-LDA
|
Supervised Domain Adaptation: A Graph Embedding P…
|
82.77
|
2020-04-23
|
|
|
CCSA
|
Supervised Domain Adaptation: A Graph Embedding P…
|
82.17
|
2020-04-23
|
|
|
d-SNE
|
Supervised Domain Adaptation: A Graph Embedding P…
|
81.63
|
2020-04-23
|
|
|
rRevGrad+CAT
|
Cluster Alignment with a Teacher for Unsupervised…
|
80.10
|
2019-03-24
|
|
|
CD3A
|
Curriculum based Dropout Discriminator for Domain…
|
79.50
|
2019-07-24
|
|
|
IDDA(Alexnet)
|
Looking back at Labels: A Class based Domain Adap…
|
78.50
|
2019-04-02
|
|
|
IDDA (AlexNet)
|
Looking back at Labels: A Class based Domain Adap…
|
78.50
|
2019-04-02
|
|
|
CAADA
|
Correlation-aware Adversarial Domain Adaptation a…
|
78.30
|
2019-11-29
|
|
|
ResNet-50
|
Deep Residual Learning for Image Recognition
|
76.10
|
2015-12-10
|
|
|
SRDA (RAN)
|
Learning Smooth Representation for Unsupervised D…
|
73.50
|
2019-05-26
|
|