Papers with Code · CC BY-SA 4.0

VisDA2017

아카이브 평가 28건 · 마지막 적재/변경 2026-10-30

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
MIC	Accuracy 92.8	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation 2022-12-02	코드 1
SWG	Accuracy 92.7	Combining inherent knowledge of vision-language models with unsupervised domain adaptation through strong-weak guidance 2023-12-07	코드 1
CMKD	Accuracy 91.8	Unsupervised Domain Adaption Harnessing Vision-Language Pre-training 2024-04-19	코드 1
DePT	Accuracy 90.7	Visual Prompt Tuning for Test-time Domain Adaptation 2022-10-10	연결 없음
SDAT(ViT)	Accuracy 89.8	A Closer Look at Smoothness in Domain Adversarial Training 2022-06-16	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
CoVi	Accuracy 88.5	Contrastive Vicinal Space for Unsupervised Domain Adaptation 2021-11-26	코드 1
CDTrans	Accuracy 88.4	CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation 2021-09-13	코드 1 · 코드 2
SFDA2	Accuracy 88.1	SF(DA)$^2$: Source-free Domain Adaptation Through the Lens of Data Augmentation 2024-03-16	코드 1
FixBi	Accuracy 87.2	FixBi: Bridging Domain Spaces for Unsupervised Domain Adaptation 2020-11-18	코드 1
CAN	Accuracy 87.2	Contrastive Adaptation Network for Unsupervised Domain Adaptation 2019-01-04	코드 1 · 코드 2
dSNE	Accuracy 86.15	d-SNE: Domain Adaptation Using Stochastic Neighborhood Embedding 2019-06-01	코드 1
CPGA	Accuracy 86.0	Source-free Domain Adaptation via Avatar Prototype Generation and Adaptation 2021-06-18	코드 1
Mean teacher	Accuracy 85.4	Self-ensembling for visual domain adaptation 2017-06-16	코드 1 · 코드 2 · 코드 3
MCC+NWD	Accuracy 83.7	Reusing the Task-specific Classifier as a Discriminator: Discriminator-free Adversarial Domain Adaptation 2022-04-08	코드 1
SHOT	Accuracy 82.9	Do We Really Need to Access the Source Data? Source Hypothesis Transfer for Unsupervised Domain Adaptation 2020-02-20	코드 1 · 코드 2 · 코드 3
DTA	Accuracy 81.5	Drop to Adapt: Learning Discriminative Features for Unsupervised Domain Adaptation 2019-10-12	코드 1
MRKLD + LRENT	Accuracy 78.1	Confidence Regularized Self-Training 2019-08-26	코드 1 · 코드 2
CRST	Accuracy 78.1	Confidence Regularized Self-Training 2019-08-26	코드 1 · 코드 2
SENTRY (ResNet50)	Accuracy 76.7	SENTRY: Selective Entropy Optimization via Committee Consistency for Unsupervised Domain Adaptation 2020-12-21	코드 1 · 코드 2
SWD	Accuracy 76.4	Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation 2019-03-10	코드 1 · 코드 2
IAFN	Accuracy 76.1	Larger Norm More Transferable: An Adaptive Feature Norm Approach for Unsupervised Domain Adaptation 2018-11-19	코드 1 · 코드 2 · 코드 3
CDAN	Accuracy 73.7	Conditional Adversarial Domain Adaptation 2017-05-26	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
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
JAN	Accuracy 58.3	Deep Transfer Learning with Joint Adaptation Networks 2016-05-21	코드 1