Papers with Code · CC BY-SA 4.0

SYNTHIA-to-Cityscapes

아카이브 평가 38건 · 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
DCF	MIoU (13 classes) 75.9 MIoU (16 classes) 69.3	Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation 2023-11-21	코드 1 · 코드 2
HRDA+PiPa	MIoU (13 classes) 74.8 MIoU (16 classes) 68.2	PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation 2022-11-14	코드 1
MIC	MIoU (13 classes) 74.0 MIoU (16 classes) 67.3	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation 2022-12-02	코드 1
CLUDA+HRDA	MIoU (16 classes) 67.2	CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation 2022-08-27	코드 1
HRDA	MIoU (13 classes) 72.4 MIoU (16 classes) 65.8	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation 2022-04-27	코드 1
SePiCo	MIoU (13 classes) 71.4 MIoU (16 classes) 64.3	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 2022-04-19	코드 1
DAFormer + ProCST	MIoU (16 classes) 61.6	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer 2022-04-25	코드 1
EHTDI*	MIoU (13 classes) 69.2 MIoU (16 classes) 61.3	Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation 2022-08-12	코드 1
DAFormer	MIoU (13 classes) 67.4 MIoU (16 classes) 60.9	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation 2021-11-29	코드 1 · 코드 2 · 코드 3
Sepico + HIAST	MIoU (13 classes) 68.1 MIoU (16 classes) 59.6	Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation 2023-02-14	코드 1
TransDA-B	MIoU (13 classes) 66.3 MIoU (16 classes) 59.3	Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation 2022-03-15	코드 1
SePiCo (ResNet-101)	MIoU (13 classes) 66.5 MIoU (16 classes) 58.1	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 2022-04-19	코드 1
EHTDI	MIoU (13 classes) 64.6 MIoU (16 classes) 57.8	Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation 2022-08-12	코드 1
ProDA+CRA	MIoU (13 classes) 63.7 MIoU (16 classes) 56.9	Cross-Region Domain Adaptation for Class-level Alignment 2021-09-14	연결 없음
G2L	MIoU (13 classes) 64.4 MIoU (16 classes) 56.8	G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation 2022-09-07	연결 없음
ProDA(ResNet-101)	MIoU (13 classes) 62.0 MIoU (16 classes) 55.5	Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation 2021-01-26	코드 1 · 코드 2
CorDA(ResNet-101)	MIoU (13 classes) 62.8 MIoU (16 classes) 55.0	Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation 2021-04-28	코드 1
AdaptSeg + HIAST	MIoU (13 classes) 60.3 MIoU (16 classes) 53.5	Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation 2023-02-14	코드 1
SAC(ResNet-101)	MIoU (13 classes) 59.3 MIoU (16 classes) 52.6	Self-supervised Augmentation Consistency for Adapting Semantic Segmentation 2021-04-30	코드 1
DSP(ResNet-101)	MIoU (13 classes) 59.9 MIoU (16 classes) 51.0	DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation 2021-07-20	코드 1
Uncertainty + Adaboost (ResNet-101)	MIoU (13 classes) 57.5 MIoU (16 classes) 50.4	Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation 2021-03-29	코드 1 · 코드 2
CLST(ResNet-101)	MIoU (13 classes) 57.8 MIoU (16 classes) 49.8	Contrastive Learning and Self-Training for Unsupervised Domain Adaptation in Semantic Segmentation 2021-05-05	연결 없음
IAST(ResNet-101)	MIoU (13 classes) 57.0 MIoU (16 classes) 49.8	Instance Adaptive Self-Training for Unsupervised Domain Adaptation 2020-08-27	코드 1 · 코드 2
DACS(ResNet-101)	MIoU (13 classes) 54.81 MIoU (16 classes) 48.34	DACS: Domain Adaptation via Cross-domain Mixed Sampling 2020-07-17	코드 1 · 코드 2
Coarse-to-Fine(ResNet-101)	MIoU (13 classes) 55.5 MIoU (16 classes) 48.2	Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization 2021-03-24	연결 없음
MRNet+Rectifying Label(ResNet-101)	MIoU (13 classes) 54.9 MIoU (16 classes) 47.9	Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation 2020-03-08	코드 1 · 코드 2
PLCA (ResNet-101)	MIoU (13 classes) 54.0 MIoU (16 classes) 46.8	Pixel-Level Cycle Association: A New Perspective for Domain Adaptive Semantic Segmentation 2020-10-31	코드 1
ITEN	MIoU (16 classes) 46.45	Exploiting Image Translations via Ensemble Self-Supervised Learning for Unsupervised Domain Adaptation 2021-07-13	연결 없음
PixMatch(ResNet-101)	MIoU (13 classes) 54.5 MIoU (16 classes) 46.1	PixMatch: Unsupervised Domain Adaptation via Pixelwise Consistency Training 2021-05-17	코드 1
MRNet + Adaboost (ResNet-101)	MIoU (13 classes) 52.9 MIoU (16 classes) 45.9	Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation 2021-03-29	코드 1 · 코드 2