OpenCodePapers

domain-adaptation-on-imageclef-da

Domain Adaptation

Results over time

Click legend items to toggle metrics. Hover points for model names.

Leaderboard

Paper	Code	Accuracy	ModelName	ReleaseDate
Unsupervised Domain Adaption Harnessing Vision-Language Pre-training	✓ Link	94.3	CMKD	2024-04-19
Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation	✓ Link	90.7	MCC+NWD	2022-04-08
Global-Local Regularization Via Distributional Robustness	✓ Link	90.4	GLOT-DR	2022-03-01
Unsupervised Domain Adaptation via Structured Prediction Based Selective Pseudo-Labeling	✓ Link	90.3	SPL	2019-11-18
Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment	✓ Link	90.2	DFA-SAFN	2020-06-23
Dual Adversarial Domain Adaptation	✓ Link	89.3	DADA	2020-01-01
Discriminative Feature Alignment: Improving Transferability of Unsupervised Domain Adaptation by Gaussian-guided Latent Alignment	✓ Link	89.1	DFA-ENT	2020-06-23
Entropy Minimization vs. Diversity Maximization for Domain Adaptation	✓ Link	88.9	MEDM	2020-02-05
Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation	✓ Link	88.9	IAFN+ENT	2018-11-19
Transfer Learning with Dynamic Distribution Adaptation	✓ Link	88.9	DDA	2019-09-17
Bridging Adversarial and Statistical Domain Transfer via Spectral Adaptation Networks	✓ Link	88.6	ASAN	2021-02-25
Attending to Discriminative Certainty for Domain Adaptation	✓ Link	88.3	CADA-P	2019-06-08
Easy Transfer Learning By Exploiting Intra-domain Structures	✓ Link	88.2	EasyTL	2019-04-02
Cluster Alignment with a Teacher for Unsupervised Domain Adaptation	✓ Link	80.7	rRevGrad+CAT	2019-03-24
Looking back at Labels: A Class based Domain Adaptation Technique	✓ Link	80.6	IDDA (Alexnet)	2019-04-02
Correlation-aware Adversarial Domain Adaptation and Generalization		80.2	CAADA	2019-11-29
Learning Transferable Features with Deep Adaptation Networks	✓ Link	76.9	DAN	2015-02-10