Papers with Code · CC BY-SA 4.0

SYNTHIA-to-Cityscapes

아카이브 평가 23건 · 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 69.3 MIoU (16 classes) 69.3	Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation 2023-11-21	코드 1 · 코드 2
MIC+CSI	mIoU (13 classes) 75.9 mIoU 68.8 mIoU (19 classes) 67.4	Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs 2024-08-05	코드 1
HRDA + PiPa	mIoU (13 classes) 74.8	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 67.3	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation 2022-12-02	코드 1
HRDA	mIoU (13 classes) 72.4 mIoU 65.8	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation 2022-04-27	코드 1
SePiCo	mIoU (13 classes) 71.4	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 2022-04-19	코드 1
DIDA	mIoU (13 classes) 70.1 mIoU 63.3 MIoU (16 classes) 63.3	Dual-level Interaction for Domain Adaptive Semantic Segmentation 2023-07-16	코드 1
DAFormer + ProCST	mIoU (13 classes) 68.2	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer 2022-04-25	코드 1
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
DAFormer	mIoU (13 classes) 67.4 mIoU 60.9	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation 2021-11-29	코드 1 · 코드 2 · 코드 3
SePiCo (DeepLabv2 ResNet-101)	mIoU (13 classes) 66.5	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 2022-04-19	코드 1
TransDA-B	mIoU (13 classes) 66.3	Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation 2022-03-15	코드 1
G2L	mIoU (13 classes) 64.4 mIoU 56.8	G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation 2022-09-07	연결 없음
FAFS	mIoU (13 classes) 61.4 mIoU 54.5	A Novel Unsupervised Domain Adaption Method for Depth-Guided Semantic Segmentation Using Coarse-to-Fine Alignment 2022-09-13	연결 없음
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
Re-EnD-UDA	mIoU (13 classes) 59.95 mIoU 52.58	Rethinking Ensemble-Distillation for Semantic Segmentation Based Unsupervised Domain Adaptation 2021-04-29	코드 1
ProCA(ResNet-101)	mIoU (13 classes) 59.6	Prototypical Contrast Adaptation for Domain Adaptive Semantic Segmentation 2022-07-14	코드 1
Uncertainty + Adaboost	mIoU (13 classes) 57.5 mIoU 50.4	Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation 2021-03-29	코드 1 · 코드 2
Uncertainty	mIoU (13 classes) 54.9 mIoU 47.9	Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation 2020-03-08	코드 1 · 코드 2
MRNet + Adaboost	mIoU (13 classes) 52.9 mIoU 45.9	Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation 2021-03-29	코드 1 · 코드 2
MRNet	mIoU (13 classes) 50.2 mIoU 43.2	Unsupervised Scene Adaptation with Memory Regularization in vivo 2019-12-24	코드 1
CLUDA+HRDA	mIoU 67.2	CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation 2022-08-27	코드 1
DAFormer+CSI	mIoU 61.4 mIoU (19 classes) 60	Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMs 2024-08-05	코드 1