SOTAVerified

Universal Domain Adaptation

Papers

Showing 110 of 55 papers

TitleStatusHype
Target Semantics Clustering via Text Representations for Robust Universal Domain AdaptationCode1
GLC++: Source-Free Universal Domain Adaptation through Global-Local Clustering and Contrastive Affinity LearningCode1
LEAD: Learning Decomposition for Source-free Universal Domain AdaptationCode1
MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain AdaptationCode1
Universal Domain Adaptation from Foundation Models: A Baseline StudyCode1
Noisy Universal Domain Adaptation via Divergence Optimization for Visual RecognitionCode1
Upcycling Models under Domain and Category ShiftCode1
Domain Adaptation for Time Series Under Feature and Label ShiftsCode1
DeepAstroUDA: Semi-Supervised Universal Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly DetectionCode1
Universal Domain Adaptation for Remote Sensing Image Scene ClassificationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TASCH-Score89.44Unverified
2UniAMH-Score81.68Unverified
3MLNetH-Score77.4Unverified
4UniOTH-Score76.57Unverified
5SANH-Score75.9Unverified
6GLCH-Score75.6Unverified
7GATEH-Score75.6Unverified
8LEADH-Score75Unverified
9OVANetH-Score71.8Unverified
10DCCH-Score70.18Unverified
#ModelMetricClaimedVerifiedStatus
1TASCH-score90.36Unverified
2LEADH-score76.6Unverified
3GLCH-score73.1Unverified
4MLNetH-score69.9Unverified
5UniAMH-score65.18Unverified
6SANH-score60.1Unverified
7UMADH-score58.3Unverified
8UniOTH-score57.32Unverified
9GATEH-score56.4Unverified
10OVANetH-score53.1Unverified
#ModelMetricClaimedVerifiedStatus
1TASCH-Score73.28Unverified
2UniAMH-Score61.52Unverified
3GLCH-Score55.1Unverified
4UniOTH-Score52.04Unverified
5SANH-Score52Unverified
6LEADH-Score50.8Unverified
7OVANetH-Score50.7Unverified
8DCCH-Score49.2Unverified
9CMUH-Score48.25Unverified
10UMADH-Score47.1Unverified
#ModelMetricClaimedVerifiedStatus
1UniAMH-score95.95Unverified
2MLNetH-score92.8Unverified
3SANH-score91.8Unverified
4UniOTH-score91.13Unverified
5LEADH-score87.8Unverified
6GLCH-score87.8Unverified
7GATEH-score87.6Unverified
8UMADH-score87Unverified
9OVANetH-score86.5Unverified
10DCCH-score80.16Unverified