SOTAVerified

Universal Domain Adaptation

Papers

Showing 1–10 of 55 papers

TitleStatusHype
GLC++: Source-Free Universal Domain Adaptation through Global-Local Clustering and Contrastive Affinity LearningCode1
Learning to Detect Open Classes for Universal Domain AdaptationCode1
Divergence Optimization for Noisy Universal Domain AdaptationCode1
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain AdaptationCode1
HyperDomainNet: Universal Domain Adaptation for Generative Adversarial NetworksCode1
LEAD: Learning Decomposition for Source-free Universal Domain AdaptationCode1
DeepAstroUDA: Semi-Supervised Universal Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly DetectionCode1
Distance-based Hyperspherical Classification for Multi-source Open-Set Domain AdaptationCode1
Domain Adaptation for Time Series Under Feature and Label ShiftsCode1
MLNet: Mutual Learning Network with Neighborhood Invariance for 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