← Semi-Supervised Semantic Segmentation

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PASCAL VOC 2012 1464 labels

아카이브 평가 17건 · 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
UniMatch V2 (DINOv2-B)	Validation mIoU 90.8	UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation 2024-10-14	코드 1
SemiOVS (w/ SemiVL, ViT-B/16)	Validation mIoU 88.0	Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model 2025-07-04	코드 1
SemiVL (ViT-B/16	Validation mIoU 87.3	SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance 2023-11-27	코드 1
UniMatch (ViT-B/16)	Validation mIoU 84.0	SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance 2023-11-27	코드 1
AllSpark	Validation mIoU 82.12	AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation 2024-03-04	코드 1
CorrMatch (Deeplabv3+ with ResNet-101)	Validation mIoU 81.8	CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation 2023-06-07	코드 1
SemiOVS (w/ UniMatch, ResNet-101)	Validation mIoU 81.8	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 81.6	Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation 2024-05-31	코드 1
S4MC	Validation mIoU 81.56	Semi-Supervised Semantic Segmentation via Marginal Contextual Information 2023-08-26	코드 1
UniMatch (DeepLab v3 with ResNet-101)	Validation mIoU 81.2	Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation 2022-08-21	코드 1
PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)	Validation mIoU 80.01	Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation 2021-11-25	코드 1
U2PL (DeepLab v3+ with ResNet-101)	Validation mIoU 79.5	Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels 2022-03-08	코드 1
PrevMatch (ResNet-50)	Validation mIoU 79.3	Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation 2024-05-31	코드 1
PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-50, single scale inference)	Validation mIoU 78.08	Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation 2021-11-25	코드 1
DMT (DeepLab v2, ResNet-50)	Validation mIoU 74.85	DMT: Dynamic Mutual Training for Semi-Supervised Learning 2020-04-18	코드 1
GuidedMix-Net(DeepLab v2 with ResNet50, ImageNet pretrained)	Validation mIoU 73.7	GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference 2021-06-29	코드 1
S4MC (R50)	Validation mIoU 0.7941	Semi-Supervised Semantic Segmentation via Marginal Contextual Information 2023-08-26	코드 1