← Semi-Supervised Semantic Segmentation

Papers with Code · CC BY-SA 4.0

Pascal VOC 2012 6.25% labeled

아카이브 평가 19건 · 마지막 적재/변경 2026-10-30

원본 데이터셋 링크 1

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
SemiOVS (w/ PrevMatch, ResNet-101)	Validation mIoU 82.0	Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model 2025-07-04	코드 1
AllSpark	Validation mIoU 81.65	AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation 2024-03-04	코드 1
SemiOVS (w/ UniMatch, ResNet-101)	Validation mIoU 81.5	Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model 2025-07-04	코드 1
PrevMatch (ResNet-101)	Validation mIoU 81.4	Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation 2024-05-31	코드 1
CorrMatch (Deeplabv3+ with ResNet-101)	Validation mIoU 81.3	CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation 2023-06-07	코드 1
UniMatch (DeepLab v3+ with ResNet-101)	Validation mIoU 80.94	Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation 2022-08-21	코드 1
S4MC	Validation mIoU 78.84	Semi-Supervised Semantic Segmentation via Marginal Contextual Information 2023-08-26	코드 1
Dual Teacher	Validation mIoU 78.82	Switching Temporary Teachers for Semi-Supervised Semantic Segmentation 2023-09-21	코드 1
PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	Validation mIoU 78.6	Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization 2022-10-10	코드 1
U2PL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K, CutMix)	Validation mIoU 77.21	Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels 2022-03-08	코드 1
AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	Validation mIoU 77.2	Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning 2021-10-11	코드 1
FARCLUSS	Validation mIoU 76.4	FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation 2025-06-11	코드 1
n-CPS (ResNet-101)	Validation mIoU 75.86	n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation 2021-12-14	연결 없음
CPCL (DeepLab v3+ with ResNet-101)	Validation mIoU 73.44	Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation 2022-11-30	코드 1
n-CPS (ResNet-50)	Validation mIoU 72.03	n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation 2021-12-14	연결 없음
CPCL (DeepLab v3+ with ResNet-50)	Validation mIoU 71.66	Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation 2022-11-30	코드 1
PCT (DeepLab v3+ with ResNet-50 pretrained on ImageNet-1K)	Validation mIoU 71.35	Learning Pseudo Labels for Semi-and-Weakly Supervised Semantic Segmentation 2022-08-02	코드 1
Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)	Validation mIoU 54.85	Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks 2022-10-18	코드 1
Dense FixMatch (DeepLabv3+ ResNet-50, over-sampling, single pass eval)	Validation mIoU 52.15	Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks 2022-10-18	코드 1