Papers with Code · CC BY-SA 4.0

GTA5 to Cityscapes

아카이브 평가 28건 · 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 77.8	Hyperbolic Active Learning for Semantic Segmentation under Domain Shift 2023-06-19	코드 1
DCF	mIoU 77.7	Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation 2023-11-21	코드 1 · 코드 2
ILM-ASSL	mIoU 76.1	Iterative Loop Method Combining Active and Semi-Supervised Learning for Domain Adaptive Semantic Segmentation 2023-01-31	코드 1
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
HRDA	mIoU 73.8	HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation 2022-04-27	코드 1
FREDOM - Transformer	mIoU 73.6	FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding 2023-04-04	코드 1
SePiCo	mIoU 70.3	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 2022-04-19	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
MIC + Guidance Training	mIoU 67.0	Improve Cross-domain Mixed Sampling with Guidance Training for Adaptive Segmentation 2024-03-22	코드 1
Sepico + HIAST	mIoU 64.1	Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation 2023-02-14	코드 1
TransDA-B	mIoU 63.9	Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation 2022-03-15	코드 1
DDB	mIoU 62.7	Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation 2022-09-16	코드 1
EHTDI*	mIoU 62.0	Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation 2022-08-12	코드 1
FREDOM - DeepLabV2	mIoU 61.3	FREDOM: Fairness Domain Adaptation Approach to Semantic Scene Understanding 2023-04-04	코드 1
BiSMAP	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
ProDA+CRA	mIoU 58.6	Cross-Region Domain Adaptation for Class-level Alignment 2021-09-14	연결 없음
ProDA	mIoU 57.5	Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation 2021-01-26	코드 1 · 코드 2
ProCA	mIoU 56.3	Prototypical Contrast Adaptation for Domain Adaptive Semantic Segmentation 2022-07-14	코드 1
AdaptSeg + HIAST	mIoU 56.3	Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation 2023-02-14	코드 1
GtA-SFDA (DeepLabv2-ResNet101)	mIoU 53.4	Generalize then Adapt: Source-Free Domain Adaptive Semantic Segmentation 2021-08-25	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
CCM	mIoU 49.9	Content-Consistent Matching for Domain Adaptive Semantic Segmentation 논문 날짜 미기재	코드 1
MRNet + Adaboost	mIoU 49.0	Adaptive Boosting for Domain Adaptation: Towards Robust Predictions in Scene Segmentation 2021-03-29	코드 1 · 코드 2
MRNet	mIoU 48.3	Unsupervised Scene Adaptation with Memory Regularization in vivo 2019-12-24	코드 1