Papers with Code · CC BY-SA 4.0

Cityscapes 50% labeled

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
UniMatch V2 (DINOv2-B)	Validation mIoU 85.1%	UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation 2024-10-14	코드 1
FARCLUSS	Validation mIoU 81.0	FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation 2025-06-11	코드 1
SemiVL (ViT-B/16)	Validation mIoU 80.6%	SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance 2023-11-27	코드 1
Dual Teacher	Validation mIoU 80.52	Switching Temporary Teachers for Semi-Supervised Semantic Segmentation 2023-09-21	코드 1
CorrMatch (Deeplabv3+ with ResNet-101)	Validation mIoU 80.4%	CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation 2023-06-07	코드 1
AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	Validation mIoU 80.28%	Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning 2021-10-11	코드 1
CPS (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)	Validation mIoU 80.21%	Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision 2021-06-02	코드 1 · 코드 2 · 코드 3
PrevMatch (ResNet-101)	Validation mIoU 80.1%	Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation 2024-05-31	코드 1
S4MC	Validation mIoU 79.76%	Semi-Supervised Semantic Segmentation via Marginal Contextual Information 2023-08-26	코드 1
UniMatch	Validation mIoU 79.5%	Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation 2022-08-21	코드 1
n-CPS (ResNet-50)	Validation mIoU 79.29%	n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation 2021-12-14	연결 없음
PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-50, single scale inference)	Validation mIoU 79.22%	Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation 2021-11-25	코드 1
PrevMatch (ResNet-50)	Validation mIoU 79.2%	Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation 2024-05-31	코드 1
U2PL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K, AEL)	Validation mIoU 79.12%	Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels 2022-03-08	코드 1
PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	Validation mIoU 79.11%	Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization 2022-10-10	코드 1
LaserMix (DeepLab v3+, ImageNet pre- trained ResNet50, single scale inference)	Validation mIoU 79.1%	LaserMix for Semi-Supervised LiDAR Semantic Segmentation 2022-06-30	코드 1 · 코드 2
SimpleBaseline(DeepLabv3+ with ImageNet pretrained Xception65, single scale inference)	Validation mIoU 78.7%	A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation 2021-04-15	코드 1
CPCL (DeepLab v3+ with ResNet-50)	Validation mIoU 78.17%	Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation 2022-11-30	코드 1
Error Localization Network (DeeplabV3 with ResNet-50)	Validation mIoU 75.33%	Semi-supervised Semantic Segmentation with Error Localization Network 2022-04-05	코드 1
GuidedMix-Net(DeepLab v2 with ResNet101, ImageNet pretrained)	Validation mIoU 69.8%	GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference 2021-06-29	코드 1
ReCo (DeepLab v2 with ResNet-101 backbone, ImageNet pretrained)	Validation mIoU 68.69%	Bootstrapping Semantic Segmentation with Regional Contrast 2021-04-09	코드 1 · 코드 2
ClassMix (DeepLab v2 MSCOCO pretrained)	Validation mIoU 66.29%	ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning 2020-07-15	코드 1 · 코드 2
Adversarial (DeepLab v2 ImageNet pre-trained)	Validation mIoU 65.70%	Adversarial Learning for Semi-Supervised Semantic Segmentation 2018-02-22	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13