Papers with Code · CC BY-SA 4.0

GTAV-to-Cityscapes Labels

아카이브 평가 20건 · 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
MIC	mIoU 75.9	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation 2022-12-02	코드 1
HRDA + PiPa	mIoU 75.6	PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation 2022-11-14	코드 1
CLUDA+HRDA	mIoU 74.4	CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation 2022-08-27	코드 1
HRDA	mIoU 73.8	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation 2022-04-27	코드 1
DAFormer + PiPa	mIoU 71.7	PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation 2022-11-14	코드 1
DIDA	mIoU 71.0	Dual-level Interaction for Domain Adaptive Semantic Segmentation 2023-07-16	코드 1
SePiCo	mIoU 70.3	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 2022-04-19	코드 1
CAMix (w DAFormer)	mIoU 70.0	Context-Aware Mixup for Domain Adaptive Semantic Segmentation 2021-08-08	코드 1
DAFormer + ProCST	mIoU 69.4	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer 2022-04-25	코드 1
DAFormer	mIoU 68.3	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation 2021-11-29	코드 1 · 코드 2 · 코드 3
TransDA-B	mIoU 63.9	Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation 2022-03-15	코드 1
BiSMAP (ResNet 101)	mIoU 61.2	Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation 2022-04-16	코드 1
G2L	mIoU 59.7	G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation 2022-09-07	연결 없음
FAFS	mIoU 58.8	A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment 2022-09-13	연결 없음
Re-EnD-UDA	mIoU 57.98	Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation 2021-04-29	코드 1
CAMix (w Deeplabv2 ResNet 101)	mIoU 55.2	Context-Aware Mixup for Domain Adaptive Semantic Segmentation 2021-08-08	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
Uncertainty	mIoU 50.3	Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation 2020-03-08	코드 1 · 코드 2
BiMaL	mIoU 47.3	BiMaL: Bijective Maximum Likelihood Approach to Domain Adaptation in Semantic Scene Segmentation 2021-08-06	코드 1
MRNet	mIoU 45.5	Unsupervised Scene Adaptation with Memory Regularization in vivo 2019-12-24	코드 1