SOTAVerified

Universal Domain Adaptation

Papers

Showing 1–10 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-Score89.44—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