Papers with Code · CC BY-SA 4.0

PASCAL VOC 2012 25% labeled

아카이브 평가 27건 · 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
SemiOVS (w/ PrevMatch, ResNet-101)	Validation mIoU 81.3	Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model 2025-07-04	코드 1
Dual Teacher	Validation mIoU 81.03	Switching Temporary Teachers for Semi-Supervised Semantic Segmentation 2023-09-21	코드 1
SemiOVS (w/ UniMatch, ResNet-101)	Validation mIoU 81.0	Leveraging Out-of-Distribution Unlabeled Images: Semi-Supervised Semantic Segmentation with an Open-Vocabulary Model 2025-07-04	코드 1
AllSpark	Validation mIoU 80.92	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 80.9	CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation 2023-06-07	코드 1
PrevMatch (ResNet-101)	Validation mIoU 80.8	Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation 2024-05-31	코드 1
PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	Validation mIoU 80.78	Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization 2022-10-10	코드 1
UniMatch (DeepLab v3+ with ResNet-101)	Validation mIoU 80.43	Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation 2022-08-21	코드 1
S4MC	Validation mIoU 79.85	Semi-Supervised Semantic Segmentation via Marginal Contextual Information 2023-08-26	코드 1
U2PL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K, CutMix)	Validation mIoU 79.3	Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels 2022-03-08	코드 1
FARCLUSS	Validation mIoU 79.0	FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation 2025-06-11	코드 1
n-CPS (ResNet-101)	Validation mIoU 78.97	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-101, single scale inference)	Validation mIoU 78.72	Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation 2021-11-25	코드 1
AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)	Validation mIoU 78.06	Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning 2021-10-11	코드 1
GuidedMix-Net(DeepLab v2 with ResNet101, input-size: 512x512 with multi-scale and flip, ImageNet pretrained)	Validation mIoU 77.8%	GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference 2021-06-29	코드 1
CPS (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference)	Validation mIoU 77.68%	Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision 2021-06-02	코드 1 · 코드 2 · 코드 3
CPCL (DeepLab v3+ with ResNet-101)	Validation mIoU 77.16	Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation 2022-11-30	코드 1
Error Localization Network (DeeplabV3 with ResNet-101)	Validation mIoU 76.58%	Semi-supervised Semantic Segmentation with Error Localization Network 2022-04-05	코드 1
PCT (DeepLab v3+ with ResNet-50 pretrained on ImageNet-1K)	Validation mIoU 76.47	Learning Pseudo Labels for Semi-and-Weakly Supervised Semantic Segmentation 2022-08-02	코드 1
CW-BASS (DeepLab v3+ with ResNet-50)	Validation mIoU 76.2	Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation 2025-02-21	코드 1
n-CPS (ResNet-50)	Validation mIoU 75.85	n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation 2021-12-14	연결 없음
GuidedMix-Net(DeepLab v2 with ResNet101, ImageNet pretrained)	Validation mIoU 75.5%	GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference 2021-06-29	코드 1
Error Localization Network (DeeplabV3 with ResNet-50)	Validation mIoU 74.63%	Semi-supervised Semantic Segmentation with Error Localization Network 2022-04-05	코드 1
CPCL (DeepLab v3+ with ResNet-50)	Validation mIoU 74.58	Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation 2022-11-30	코드 1
ClassMix (DeepLab v2 MSCOCO pretrained)	Validation mIoU 72.45	ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning 2020-07-15	코드 1 · 코드 2
Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)	Validation mIoU 72.04	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 69.02	Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks 2022-10-18	코드 1