Papers with Code · CC BY-SA 4.0

SYNTHIA-to-Cityscapes

아카이브 평가 33건 · 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
HALO	mIoU 78.1 Extra Manual Annotation Yes	Hyperbolic Active Learning for Semantic Segmentation under Domain Shift 2023-06-19	코드 1
ILM-ASSL	mIoU 76.6 Extra Manual Annotation Yes	Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation 2023-01-31	코드 1
DCF	mIoU 69.3	Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation 2023-11-21	코드 1 · 코드 2
HRDA+PiPa	mIoU 68.2	PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation 2022-11-14	코드 1
MIC	mIoU 67.3	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation 2022-12-02	코드 1
FREDOM - Transformer	mIoU 67	FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding 2023-04-04	코드 1
HRDA	mIoU 65.8	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation 2022-04-27	코드 1
SePiCo	mIoU 64.3	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 2022-04-19	코드 1
MIC + Guidance Training	mIoU 63.8	Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation 2024-03-22	코드 1
DAFormer + ProCST	mIoU 61.6	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer 2022-04-25	코드 1
DAFormer	mIoU 60.9	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation 2021-11-29	코드 1 · 코드 2 · 코드 3
GtA-SFDA (DeepLabv2-ResNet101)	mIoU 60.1	Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation 2021-08-25	코드 1
FREDOM - DeepLabV2	mIoU 59.1	FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding 2023-04-04	코드 1
SePiCo (DeepLabv2-ResNet-101)	mIoU 58.1	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 2022-04-19	코드 1
ProDA+CRA	mIoU 56.9	Cross-Region Domain Adaptation for Class-level Alignment 2021-09-14	연결 없음
CorDA (ResNet-101)	mIoU 55.0	Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation 2021-04-28	코드 1
SAC (ResNet-101)	mIoU 52.6	Self-supervised Augmentation Consistency for Adapting Semantic Segmentation 2021-04-30	코드 1
STPL	mIoU 51.8	Spatio-Temporal Pixel-Level Contrastive Learning-based Source-Free Domain Adaptation for Video Semantic Segmentation 2023-03-25	코드 1
RPT (ResNet-101)	mIoU 51.2	Transferring and Regularizing Prediction for Semantic Segmentation 2020-06-11	연결 없음
IAST (ResNet-101)	mIoU 49.8	Instance Adaptive Self-Training for Unsupervised Domain Adaptation 2020-08-27	코드 1 · 코드 2
SAC (VGG-16)	mIoU 49.1	Self-supervised Augmentation Consistency for Adapting Semantic Segmentation 2021-04-30	코드 1
PyCDA (ResNet-101)	mIoU 46.7	Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach 2019-08-26	코드 1
BiMaL	mIoU 46.2	BiMaL: Bijective Maximum Likelihood Approach to Domain Adaptation in Semantic Scene Segmentation 2021-08-06	코드 1
FADA (ResNet-101)	mIoU 45.2	Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation 2020-07-17	코드 1
PIT (ResNet-101)	mIoU 44.0	Cross-Domain Semantic Segmentation via Domain-Invariant Interactive Relation Transfer 2020-06-01	연결 없음
SA-I2I (VGG-16)	mIoU 41.5	Semantically Adaptive Image-to-image Translation for Domain Adaptation of Semantic Segmentation 2020-09-02	연결 없음
ADVENT (ResNet-101)	mIoU 41.2	ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation 2018-11-30	코드 1 · 코드 2 · 코드 3 · 코드 4
LDR (VGG-16)	mIoU 41.1	Label-Driven Reconstruction for Domain Adaptation in Semantic Segmentation 2020-03-10	연결 없음
CD-AM (VGG-16)	mIoU 40.8	Context-Aware Domain Adaptation in Semantic Segmentation 2020-03-09	연결 없음
FDA (VGG-16)	mIoU 40.5	FDA: Fourier Domain Adaptation for Semantic Segmentation 2020-04-11	코드 1 · 코드 2 · 코드 3