← Semi-Supervised Semantic Segmentation
Papers with Code · CC BY-SA 4.0

PASCAL VOC 2012 50%

아카이브 평가 14건 · 마지막 적재/변경

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
모델원본 지표·값논문구현
S4MC
Validation mIoU
81.11
Semi-Supervised Semantic Segmentation via Marginal Contextual Information
2023-08-26
코드 1
PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K)
Validation mIoU
80.91%
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
80.5%
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
80.29%
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning
2021-10-11
코드 1
n-CPS (ResNet-101)
Validation mIoU
80.26%
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
79.76%
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation
2021-11-25
코드 1
GuidedMix-Net(DeepLab v2 with ResNet101, input-size: 512x512 with multi-scale and flip, ImageNet pretrained)
Validation mIoU
78.2%
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference
2021-06-29
코드 1
CPCL (DeepLab v3+ with ResNet-101)
Validation mIoU
77.67%
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
77.26%
Learning Pseudo Labels for Semi-and-Weakly Supervised Semantic Segmentation
2022-08-02
코드 1
n-CPS (ResNet-50)
Validation mIoU
77.07%
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
76.5%
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference
2021-06-29
코드 1
CPCL (DeepLab v3+ with ResNet-50)
Validation mIoU
75.3%
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation
2022-11-30
코드 1
Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval)
Validation mIoU
74.73%
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
71.69%
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks
2022-10-18
코드 1