Papers with Code · CC BY-SA 4.0

GTAV-to-Cityscapes Labels

아카이브 평가 73건 · 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
PixIntraDA	mIoU 54.2	Pixel-level Intra-domain Adaptation for Semantic Segmentation 2021-10-17	연결 없음
SAC	mIoU 53.8	Self-supervised Augmentation Consistency for Adapting Semantic Segmentation 2021-04-30	코드 1
RCCR	mIoU 53.5	Domain Adaptive Semantic Segmentation via Regional Contrastive Consistency Regularization 2021-10-11	코드 1
DPL-Dual	mIoU 53.3	Dual Path Learning for Domain Adaptation of Semantic Segmentation 2021-08-13	코드 1
TridentAdapt	mIoU 53.3	TridentAdapt: Learning Domain-invariance via Source-Target Confrontation and Self-induced Cross-domain Augmentation 2021-11-30	코드 1
LEIT	mIoU 52.8	Unsupervised Domain Adaptation for Semantic Segmentation via Low-level Edge Information Transfer 2021-09-18	연결 없음
DACS	mIoU 52.14	DACS: Domain Adaptation via Cross-domain Mixed Sampling 2020-07-17	코드 1 · 코드 2
MetaCorrection	mIoU 52.1	MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic Segmentation 2021-03-09	코드 1
SPCL	mIoU 52.1	SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning 2021-11-24	코드 1
ITEN	mIoU 51.66	Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation 2021-07-13	연결 없음
CLST	mIoU 51.6	Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation 2021-05-05	연결 없음
IAST	mIoU 51.5	Instance Adaptive Self-Training for Unsupervised Domain Adaptation 2020-08-27	코드 1 · 코드 2
pAdaIN	mIoU 51.5	Permuted AdaIN: Reducing the Bias Towards Global Statistics in Image Classification 2020-10-09	코드 1
Uncertainty + Adaboost	mIoU 50.9	Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation 2021-03-29	코드 1 · 코드 2
PixMatch	mIoU 50.3	PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training 2021-05-17	코드 1
MRNet+Rectifying Label	mIoU 50.3	Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation 2020-03-08	코드 1 · 코드 2
CAG-UDA	mIoU 50.2	Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation 2019-10-29	코드 1
FADA	mIoU 50.1	Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation 2020-07-17	코드 1
CCM	mIoU 49.9	Content-Consistent Matching for Domain Adaptive Semantic Segmentation 논문 날짜 미기재	코드 1
CRST(MRKLD-SP-MST)	mIoU 49.8	Confidence Regularized Self-Training 2019-08-26	코드 1 · 코드 2
MLSL(SISC-PWL)	mIoU 49	MLSL: Multi-Level Self-Supervised Learning for Domain Adaptation with Spatially Independent and Semantically Consistent Labeling 2019-09-30	코드 1
BDL	mIoU 48.5	Bidirectional Learning for Domain Adaptation of Semantic Segmentation 2019-04-24	코드 1 · 코드 2 · 코드 3
MRNet	mIoU 48.3	Unsupervised Scene Adaptation with Memory Regularization in vivo 2019-12-24	코드 1
PyCDA	mIoU 48	Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach 2019-08-26	코드 1
PLCA	mIoU 47.8	Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation 2020-10-31	코드 1
CBST-SP(MST)	mIoU 47.0	Domain Adaptation for Semantic Segmentation via Class-Balanced Self-Training 2018-10-18	코드 1
Discriminative Patch	mIoU 46.5	Domain Adaptation for Structured Output via Discriminative Patch Representations 2019-01-16	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
IntraDA	mIoU 46.3	Unsupervised Intra-domain Adaptation for Semantic Segmentation through Self-Supervision 2020-04-16	코드 1 · 코드 2
AdvEnt(with MinEnt)	mIoU 45.5	ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation 2018-11-30	코드 1 · 코드 2 · 코드 3 · 코드 4
DISE	mIoU 45.4	All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation 2019-03-26	코드 1