← Semi-Supervised Semantic Segmentation
평가 기록
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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 |
| FARCLUSS |
|
FARCLUSS: Fuzzy Adaptive Rebalancing and Contrastive Uncertainty Learning for Semi-Supervised Semantic Segmentation 2025-06-11 |
코드 1 |
| S4MC |
|
Semi-Supervised Semantic Segmentation via Marginal Contextual Information 2023-08-26 |
코드 1 |
| Dual Teacher (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K) |
|
Switching Temporary Teachers for Semi-Supervised Semantic Segmentation 2023-09-21 |
코드 1 |
| CorrMatch (Deeplabv3+ with ResNet-101) |
|
CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation 2023-06-07 |
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 |
| 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 |
| 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 |
| U2PL (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K, AEL) |
|
Semi-Supervised Semantic Segmentation Using Unreliable Pseudo-Labels 2022-03-08 |
코드 1 |
| CW-BASS (DeepLab v3+ with ResNet-50) |
|
Confidence-Weighted Boundary-Aware Learning for Semi-Supervised Semantic Segmentation 2025-02-21 |
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 |
| PCR (DeepLab v3+ with ResNet-101 pretraind on ImageNet-1K) |
|
Semi-supervised Semantic Segmentation with Prototype-based Consistency Regularization 2022-10-10 |
코드 1 |
| PS-MT (DeepLab v3+ with ImageNet-pretrained ResNet-50, 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 |
| SimpleBaseline(DeepLabv3+ with ImageNet pretrained Xception65, single scale inference) |
|
A Simple Baseline for Semi-supervised Semantic Segmentation with Strong Data Augmentation 2021-04-15 |
코드 1 |
| CPCL (DeepLab v3+ with ResNet-50) |
|
Conservative-Progressive Collaborative Learning for Semi-supervised Semantic Segmentation 2022-11-30 |
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 |
| ReCo (DeepLab v2 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 |
| 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 |
| 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 |
| CutMix (DeepLab v2, ImageNet pre-trained) |
|
Semi-supervised semantic segmentation needs strong, varied perturbations 2019-06-05 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 |
| ClassMix (DeepLab v2 MSCOCO pretrained) |
|
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised Learning 2020-07-15 |
코드 1 · 코드 2 |
| s4GAN (DeepLab v2 ImageNet pre-trained) |
|
Semi-Supervised Semantic Segmentation with High- and Low-level Consistency 2019-08-15 |
코드 1 |
| Adversarial (DeepLab v2 ImageNet pre-trained) |
|
Adversarial Learning for Semi-Supervised Semantic Segmentation 2018-02-22 |
코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8 · 코드 9 · 코드 10 · 코드 11 · 코드 12 · 코드 13 |