← Domain Adaptation

Papers with Code · CC BY-SA 4.0

Cityscapes to ACDC

아카이브 평가 16건 · 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
SoRA	mIoU 78.8	SoRA: Singular Value Decomposed Low-Rank Adaptation for Domain Generalizable Representation Learning 2024-12-05	코드 1
Rein	mIoU 77.6	Stronger, Fewer, & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation 2023-12-07	코드 1 · 코드 2
CoDA	mIoU 72.6	CoDA: Instructive Chain-of-Domain Adaptation with Severity-Aware Visual Prompt Tuning 2024-03-26	코드 1
Refign (HRDA)	mIoU 72.1	Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions 2022-07-14	코드 1
HALO	mIoU 71.9	Hyperbolic Active Learning for Semantic Segmentation under Domain Shift 2023-06-19	코드 1
MIC	mIoU 70.4	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation 2022-12-02	코드 1
HRDA	mIoU 68.0	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation 2022-04-27	코드 1
Refign (DAFormer)	mIoU 65.5	Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions 2022-07-14	코드 1
VBLC (DAFormer)	mIoU 64.2	VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions 2022-11-22	코드 1
CMFormer	mIoU 60.1	Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation 2023-07-01	코드 1
DAFormer	mIoU 55.4	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation 2021-11-29	코드 1 · 코드 2 · 코드 3
DANNet	mIoU 50.0	DANNet: A One-Stage Domain Adaptation Network for Unsupervised Nighttime Semantic Segmentation 2021-04-22	코드 1
MGCDA	mIoU 48.7	Map-Guided Curriculum Domain Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image Segmentation 2020-05-28	코드 1
VBLC (DeepLabv2)	mIoU 47.8	VBLC: Visibility Boosting and Logit-Constraint Learning for Domain Adaptive Semantic Segmentation under Adverse Conditions 2022-11-22	코드 1
FDA (DeepLabv2)	mIoU 45.7	FDA: Fourier Domain Adaptation for Semantic Segmentation 2020-04-11	코드 1 · 코드 2 · 코드 3
DACS (DeepLabv2)	mIoU 41.2	DACS: Domain Adaptation via Cross-domain Mixed Sampling 2020-07-17	코드 1 · 코드 2