SOTAVerified

Universal Domain Adaptation

Papers

Showing 1–10 of 55 papers

TitleStatusHype
Target Semantics Clustering via Text Representations for Robust Universal Domain AdaptationCode1
Analysis of Pseudo-Labeling for Online Source-Free Universal Domain AdaptationCode0
Optimal Transport and Adaptive Thresholding for Universal Domain Adaptation on Time SeriesCode0
Universal Domain Adaptation for Semantic SegmentationCode0
Reducing Source-Private Bias in Extreme Universal Domain Adaptation—0
Prototypical Partial Optimal Transport for Universal Domain Adaptation—0
Memory-Efficient Pseudo-Labeling for Online Source-Free Universal Domain Adaptation using a Gaussian Mixture ModelCode0
GLC++: Source-Free Universal Domain Adaptation through Global-Local Clustering and Contrastive Affinity LearningCode1
Universal Semi-Supervised Domain Adaptation by Mitigating Common-Class BiasCode0
LEAD: Learning Decomposition for Source-free Universal Domain AdaptationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TASCH-Score89.44—Unverified
2UniAMH-Score81.68—Unverified
3MLNetH-Score77.4—Unverified
4UniOTH-Score76.57—Unverified
5SANH-Score75.9—Unverified
6GLCH-Score75.6—Unverified
7GATEH-Score75.6—Unverified
8LEADH-Score75—Unverified
9OVANetH-Score71.8—Unverified
10DCCH-Score70.18—Unverified
#ModelMetricClaimedVerifiedStatus
1TASCH-score90.36—Unverified
2LEADH-score76.6—Unverified
3GLCH-score73.1—Unverified
4MLNetH-score69.9—Unverified
5UniAMH-score65.18—Unverified
6SANH-score60.1—Unverified
7UMADH-score58.3—Unverified
8UniOTH-score57.32—Unverified
9GATEH-score56.4—Unverified
10OVANetH-score53.1—Unverified
#ModelMetricClaimedVerifiedStatus
1TASCH-Score73.28—Unverified
2UniAMH-Score61.52—Unverified
3GLCH-Score55.1—Unverified
4UniOTH-Score52.04—Unverified
5SANH-Score52—Unverified
6LEADH-Score50.8—Unverified
7OVANetH-Score50.7—Unverified
8DCCH-Score49.2—Unverified
9CMUH-Score48.25—Unverified
10UMADH-Score47.1—Unverified
#ModelMetricClaimedVerifiedStatus
1UniAMH-score95.95—Unverified
2MLNetH-score92.8—Unverified
3SANH-score91.8—Unverified
4UniOTH-score91.13—Unverified
5LEADH-score87.8—Unverified
6GLCH-score87.8—Unverified
7GATEH-score87.6—Unverified
8UMADH-score87—Unverified
9OVANetH-score86.5—Unverified
10DCCH-score80.16—Unverified