← Semi-Supervised Semantic Segmentation
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.
| 모델 | 원본 지표·값 | 논문 | 구현 |
|---|---|---|---|
| S4MC |
|
Semi-Supervised Semantic Segmentation via Marginal Contextual Information 2023-08-26 |
코드 1 |
| PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K) |
|
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) |
|
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels 2022-03-08 |
코드 1 |
| AEL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K) |
|
Semi-Supervised Semantic Segmentation via Adaptive Equalization Learning 2021-10-11 |
코드 1 |
| n-CPS (ResNet-101) |
|
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) |
|
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) |
|
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference 2021-06-29 |
코드 1 |
| CPCL (DeepLab v3+ with ResNet-101) |
|
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation 2022-11-30 |
코드 1 |
| PCT (DeepLab v3+ with ResNet-50 pretrained on ImageNet-1K) |
|
Learning Pseudo Labels for Semi-and-Weakly Supervised Semantic Segmentation 2022-08-02 |
코드 1 |
| n-CPS (ResNet-50) |
|
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) |
|
GuidedMix-Net: Learning to Improve Pseudo Masks Using Labeled Images as Reference 2021-06-29 |
코드 1 |
| CPCL (DeepLab v3+ with ResNet-50) |
|
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation 2022-11-30 |
코드 1 |
| Dense FixMatch (DeepLabv3+ ResNet-101, over-sampling, single pass eval) |
|
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) |
|
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks 2022-10-18 |
코드 1 |