← 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 |
|---|---|---|---|
| UniMatch V2 (DINOv2-B) |
|
UniMatch V2: Pushing the Limit of Semi-Supervised Semantic Segmentation 2024-10-14 |
코드 1 |
| SemiVL (ViT-B/16) |
|
SemiVL: Semi-Supervised Semantic Segmentation with Vision-Language Guidance 2023-11-27 |
코드 1 |
| PrevMatch (ResNet-101) |
|
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation 2024-05-31 |
코드 1 |
| CorrMatch (Deeplabv3+ with ResNet-101) |
|
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation 2023-06-07 |
코드 1 |
| FARCLUSS |
|
FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation 2025-06-11 |
코드 1 |
| Dual Teacher |
|
Switching Temporary Teachers for Semi-Supervised Semantic Segmentation 2023-09-21 |
코드 1 |
| UniMatch (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference) |
|
Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation 2022-08-21 |
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 |
| PrevMatch (ResNet-50) |
|
Revisiting and Maximizing Temporal Knowledge in Semi-supervised Semantic Segmentation 2024-05-31 |
코드 1 |
| S4MC |
|
Semi-Supervised Semantic Segmentation via Marginal Contextual Information 2023-08-26 |
코드 1 |
| CPS (DeepLab v3+ with ImageNet-pretrained ResNet-101, single scale inference) |
|
Semi-Supervised Semantic Segmentation with Cross Pseudo Supervision 2021-06-02 |
코드 1 · 코드 2 · 코드 3 |
| n-CPS (ResNet-50) |
|
n-CPS: Generalising Cross Pseudo Supervision to n Networks for Semi-Supervised Semantic Segmentation 2021-12-14 |
연결 없음 |
| CW-BASS (DeepLab v3+ with ResNet-50) |
|
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation 2025-02-21 |
코드 1 |
| PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet50, single scale inference) |
|
Perturbed and Strict Mean Teachers for Semi-supervised Semantic Segmentation 2021-11-25 |
코드 1 |
| LaserMix (DeepLab v3+, ImageNet pre-trained ResNet50, single scale inference) |
|
LaserMix for Semi-Supervised LiDAR Semantic Segmentation 2022-06-30 |
코드 1 · 코드 2 |
| U2PL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K, AEL) |
|
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels 2022-03-08 |
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 |
| CPCL (DeepLab v3+ with ResNet-50) |
|
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation 2022-11-30 |
코드 1 |
| SimpleBaseline(DeeplabV3+ with ImageNet pretrained Xception65, sinle scale inference) |
|
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation 2021-04-15 |
코드 1 |
| Dense FixMatch (DeepLabv3+ ResNet-101, uniform 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, uniform sampling, single pass eval) |
|
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasks 2022-10-18 |
코드 1 |
| Error Localization Network (DeeplabV3 with ResNet-50) |
|
Semi-supervised Semantic Segmentation with Error Localization Network 2022-04-05 |
코드 1 |
| SegSDE (MTL decoder with ResNet101, ImageNet pretrained, unlabeled image sequences) |
|
Three Ways to Improve Semantic Segmentation with Self-Supervised Depth Estimation 2020-12-19 |
코드 1 |
| ReCo (DeepLab v3+ with ResNet-101 backbone, ImageNet pretrained) |
|
Bootstrapping Semantic Segmentation with Regional Contrast 2021-04-09 |
코드 1 · 코드 2 |
| 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 |
| ReCo (DeepLab v2 with ResNet-101 backbone, ImageNet pretrained) |
|
Bootstrapping Semantic Segmentation with Regional Contrast 2021-04-09 |
코드 1 · 코드 2 |
| SemiSegContrast (DeepLab v2 with ResNet-101 backbone, MSCOCO pretrained) |
|
Semi-Supervised Semantic Segmentation with Pixel-Level Contrastive Learning from a Class-wise Memory Bank 2021-04-27 |
코드 1 |
| DMT (DeepLab v2 MSCOCO/ImageNet pre-trained) |
|
DMT: Dynamic Mutual Training for Semi-Supervised Learning 2020-04-18 |
코드 1 |
| GIST and RIST (DeepLabv2 with ResNet101, MSCOCO pre-trained) |
|
The GIST and RIST of Iterative Self-Training for Semi-Supervised Segmentation 2021-03-31 |
연결 없음 |
| ClassMix (DeepLab v2 MSCOCO pretrained) |
|
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning 2020-07-15 |
코드 1 · 코드 2 |