OpenCodePapers

unsupervised-domain-adaptation-on-visda2017

Unsupervised Domain Adaptation
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PaperCodeAccuracyAverage AccuracyModelNameReleaseDate
Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation✓ Link93.8FFTAT2024-11-10
Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning✓ Link93.2RCL2024-05-28
TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation✓ Link91.2TransAdapter2024-12-05
Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation✓ Link90.41SAMB2022-12-06
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation✓ Link89.7PDA (CLIP, ViT-B/16)2023-12-15
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation✓ Link89.6SFDA2++2024-03-16
Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective88.8PMTrans2023-03-23
Safe Self-Refinement for Transformer-based Domain Adaptation✓ Link88.76SSRT-B (ours)2022-04-16
SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation✓ Link88.1SFDA22024-03-16
Prompt-based Distribution Alignment for Unsupervised Domain Adaptation✓ Link86.4PDA (CLIP, ResNet-101)2023-12-15
Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation✓ Link75.8Implicit Alignment (with MDD)2020-06-09
DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation✓ Link66.9DeepJDOT2018-03-27
Unsupervised Domain Adaptation via Distilled Discriminative Clustering✓ Link87.1DisClusterDA2023-02-23
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