← Unsupervised Domain Adaptation

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VisDA2017

아카이브 평가 13건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
FFTAT	Accuracy 93.8	Feature Fusion Transferability Aware Transformer for Unsupervised Domain Adaptation 2024-11-10	코드 1 · 코드 2
RCL	Accuracy 93.2	Empowering Source-Free Domain Adaptation with MLLM-driven Curriculum Learning 2024-05-28	코드 1
TransAdapter	Accuracy 91.2	TransAdapter: Vision Transformer for Feature-Centric Unsupervised Domain Adaptation 2024-12-05	코드 1
SAMB	Accuracy 90.41	Semantic-aware Message Broadcasting for Efficient Unsupervised Domain Adaptation 2022-12-06	코드 1
PDA (CLIP, ViT-B/16)	Accuracy 89.7	Prompt-based Distribution Alignment for Unsupervised Domain Adaptation 2023-12-15	코드 1
SFDA2++	Accuracy 89.6	SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation 2024-03-16	코드 1
PMTrans	Accuracy 88.8	Patch-Mix Transformer for Unsupervised Domain Adaptation: A Game Perspective 2023-03-23	연결 없음
SSRT-B (ours)	Accuracy 88.76	Safe Self-Refinement for Transformer-based Domain Adaptation 2022-04-16	코드 1
SFDA2	Accuracy 88.1	SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation 2024-03-16	코드 1
PDA (CLIP, ResNet-101)	Accuracy 86.4	Prompt-based Distribution Alignment for Unsupervised Domain Adaptation 2023-12-15	코드 1
Implicit Alignment (with MDD)	Accuracy 75.8	Implicit Class-Conditioned Domain Alignment for Unsupervised Domain Adaptation 2020-06-09	코드 1
DeepJDOT	Accuracy 66.9	DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation 2018-03-27	코드 1 · 코드 2 · 코드 3 · 코드 4
DisClusterDA	Average Accuracy 87.1	Unsupervised Domain Adaptation via Distilled Discriminative Clustering 2023-02-23	코드 1