Papers with Code · CC BY-SA 4.0

GTAV-to-Cityscapes Labels

아카이브 평가 73건 · 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.

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원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
DCF	mIoU 77.7	Transferring to Real-World Layouts: A Depth-aware Framework for Scene Adaptation 2023-11-21	코드 1 · 코드 2
HRDA+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 + CLUDA	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
SePiCo	mIoU 70.3	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 2022-04-19	코드 1
DAFormer + CLUDA	mIoU 70.11	CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation 2022-08-27	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
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
BiSMAP	mIoU 61.2	Bidirectional Self-Training with Multiple Anisotropic Prototypes for Domain Adaptive Semantic Segmentation 2022-04-16	코드 1
SePiCo - DeepLabv2	mIoU 61.0	SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation 2022-04-19	코드 1
CPSL	mIoU 60.8	Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation 2022-03-18	코드 1
G2L	mIoU 59.7	G2L: A Global to Local Alignment Method for Unsupervised Domain Adaptive Semantic Segmentation 2022-09-07	연결 없음
CMFormer	mIoU 59.7	Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene Segmentation 2023-07-01	코드 1
EHTDI(ResNet-101)	mIoU 58.8	Exploring High-quality Target Domain Information for Unsupervised Domain Adaptive Semantic Segmentation 2022-08-12	코드 1
ProDA + CRA	mIoU 58.6	Cross-Region Domain Adaptation for Class-level Alignment 2021-09-14	연결 없음
MFA(with knowledge distillation)	mIoU 58.2	Multiple Fusion Adaptation: A Strong Framework for Unsupervised Semantic Segmentation Adaptation 2021-12-01	코드 1
ProDA(with knowledge distillation)	mIoU 57.5	Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation 2021-01-26	코드 1 · 코드 2
ELDA	mIoU 57.3	ELDA: Using Edges to Have an Edge on Semantic Segmentation Based UDA 2022-11-16	코드 1
CorDA	mIoU 56.6	Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation 2021-04-28	코드 1
AdaptSeg + HIAST	mIoU 56.3	Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation 2023-02-14	코드 1
Coarse-to-Fine	mIoU 56.1	Coarse-to-Fine Domain Adaptive Semantic Segmentation with Photometric Alignment and Category-Center Regularization 2021-03-24	연결 없음
CAMix (w Deeplabv2 ResNet101)	mIoU 55.2	Context-Aware Mixup for Domain Adaptive Semantic Segmentation 2021-08-08	코드 1
DSP	mIoU 55.0	DSP: Dual Soft-Paste for Unsupervised Domain Adaptive Semantic Segmentation 2021-07-20	코드 1