Papers with Code · CC BY-SA 4.0

SYNTHIA-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
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	MIC: Masked Image Consistency for Context-Enhanced Domain Adaptation 2022-12-02	코드 1
HRDA	mIoU (13 classes) 72.4	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
CAMix (w DAFormer)	mIoU (13 classes) 69.2	Context-Aware Mixup for Domain Adaptive Semantic Segmentation 2021-08-08	코드 1
DAFormer + ProCST	mIoU (13 classes) 68.2	ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer 2022-04-25	코드 1
DAFormer	mIoU (13 classes) 67.4	DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation 2021-11-29	코드 1 · 코드 2 · 코드 3
TransDA-B	mIoU (13 classes) 66.3	Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic Segmentation 2022-03-15	코드 1
CPSL	mIoU (13 classes) 65.3	Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic Segmentation 2022-03-18	코드 1
ProDA+CRA	mIoU (13 classes) 63.7	Cross-Region Domain Adaptation for Class-level Alignment 2021-09-14	연결 없음
ProDA	mIoU (13 classes) 62.0	Prototypical Pseudo Label Denoising and Target Structure Learning for Domain Adaptive Semantic Segmentation 2021-01-26	코드 1 · 코드 2
CAMix (w Deeplabv2 ResNet 101)	mIoU (13 classes) 59.7	Context-Aware Mixup for Domain Adaptive Semantic Segmentation 2021-08-08	코드 1
IAST(ResNet-101)	mIoU (13 classes) 57.0	Instance Adaptive Self-Training for Unsupervised Domain Adaptation 2020-08-27	코드 1 · 코드 2
PyCDA (ResNet-101)	mIoU (13 classes) 53.3	Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach 2019-08-26	코드 1
FADA (ResNet-101)	mIoU (13 classes) 52.5	Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic Segmentation 2020-07-17	코드 1
Bidirectional Learning (ResNet-101)	mIoU (13 classes) 51.4	Bidirectional Learning for Domain Adaptation of Semantic Segmentation 2019-04-24	코드 1 · 코드 2 · 코드 3
DADA (ResNet-101)	mIoU (13 classes) 49.8	DADA: Depth-aware Domain Adaptation in Semantic Segmentation 2019-04-03	코드 1 · 코드 2
LRENT (DeepLabv2)	mIoU (13 classes) 48.7	Confidence Regularized Self-Training 2019-08-26	코드 1 · 코드 2
SWD	mIoU (13 classes) 48.1	Sliced Wasserstein Discrepancy for Unsupervised Domain Adaptation 2019-03-10	코드 1 · 코드 2
ADVENT	mIoU (13 classes) 48	ADVENT: Adversarial Entropy Minimization for Domain Adaptation in Semantic Segmentation 2018-11-30	코드 1 · 코드 2 · 코드 3 · 코드 4
Multi-level Adaptation	mIoU (13 classes) 46.7	Learning to Adapt Structured Output Space for Semantic Segmentation 2018-02-28	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12
Discriminative Patch (ResNet-101)	mIoU (13 classes) 46.5	Domain Adaptation for Structured Output via Discriminative Patch Representations 2019-01-16	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
Single-level Adaptation	mIoU (13 classes) 45.9	Learning to Adapt Structured Output Space for Semantic Segmentation 2018-02-28	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12
CAG-UDA	mIoU (13 classes) 44.5	Category Anchor-Guided Unsupervised Domain Adaptation for Semantic Segmentation 2019-10-29	코드 1
Domain Invariant Structure Extraction	mIoU (13 classes) 41.5	All about Structure: Adapting Structural Information across Domains for Boosting Semantic Segmentation 2019-03-26	코드 1
superpixel + color constancy	mIoU (13 classes) 29.7	A Curriculum Domain Adaptation Approach to the Semantic Segmentation of Urban Scenes 2018-12-24	코드 1 · 코드 2
CDA	mIoU (13 classes) 29.0	Curriculum Domain Adaptation for Semantic Segmentation of Urban Scenes 2017-07-29	코드 1
FCNs in the wild	mIoU (13 classes) 20.2	FCNs in the Wild: Pixel-level Adversarial and Constraint-based Adaptation 2016-12-08	코드 1 · 코드 2 · 코드 3