SOTAVerified

Universal Domain Adaptation

Papers

Showing 125 of 55 papers

TitleStatusHype
Upcycling Models under Domain and Category ShiftCode1
HyperDomainNet: Universal Domain Adaptation for Generative Adversarial NetworksCode1
Semi-Supervised Domain Adaptation for Cross-Survey Galaxy Morphology Classification and Anomaly DetectionCode1
Universal Domain Adaptation through Self SupervisionCode1
VisDA-2021 Competition Universal Domain Adaptation to Improve Performance on Out-of-Distribution DataCode1
LEAD: Learning Decomposition for Source-free Universal Domain AdaptationCode1
OneRing: A Simple Method for Source-free Open-partial Domain AdaptationCode1
OVANet: One-vs-All Network for Universal Domain AdaptationCode1
Unified Optimal Transport Framework for Universal Domain AdaptationCode1
Universal Domain Adaptation from Foundation Models: A Baseline StudyCode1
MLNet: Mutual Learning Network with Neighborhood Invariance for Universal Domain AdaptationCode1
Noisy Universal Domain Adaptation via Divergence Optimization for Visual RecognitionCode1
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
Divergence Optimization for Noisy Universal Domain AdaptationCode1
Domain Adaptation for Time Series Under Feature and Label ShiftsCode1
On Universal Black-Box Domain AdaptationCode1
Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain AdaptationCode1
Learning to Detect Open Classes for Universal Domain AdaptationCode1
Target Semantics Clustering via Text Representations for Robust Universal Domain AdaptationCode1
Universal Domain Adaptation for Remote Sensing Image Scene ClassificationCode1
GLC++: Source-Free Universal Domain Adaptation through Global-Local Clustering and Contrastive Affinity LearningCode1
A Sample Selection Approach for Universal Domain Adaptation0
2nd Place Solution for VisDA 2021 Challenge -- Universally Domain Adaptive Image Recognition0
Provably Uncertainty-Guided Universal Domain Adaptation0
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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