Metric: mIoU (val) (higher is better)
| # | Model↕ | mIoU (val)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TEC (ViT-B/16, 224x224, SSL+FT, mmseg) | 63.2 | No | Towards Sustainable Self-supervised Learning | 2022-10-20 | Code |
| 2 | SERE (ViT-B/16, 100ep, 224x224, SSL+FT) | 63 | No | SERE: Exploring Feature Self-relation for Self-s... | 2022-06-10 | Code |
| 3 | TEC (ViT-B/16, 224x224, SSL+FT) | 62 | No | Towards Sustainable Self-supervised Learning | 2022-10-20 | Code |
| 4 | MAE (ViT-B/16, 224x224, SSL+FT, mmseg) | 61.6 | No | Masked Autoencoders Are Scalable Vision Learners | 2021-11-11 | Code |
| 5 | MAE (ViT-B/16, 224x224, SSL+FT) | 61 | No | Masked Autoencoders Are Scalable Vision Learners | 2021-11-11 | Code |
| 6 | SERE (ViT-S/16, 100ep, 224x224, SSL+FT, mmseg) | 59.4 | No | SERE: Exploring Feature Self-relation for Self-s... | 2022-06-10 | Code |
| 7 | SERE (ViT-S/16, 100ep, 224x224, SSL+FT) | 58.9 | No | SERE: Exploring Feature Self-relation for Self-s... | 2022-06-10 | Code |
| 8 | RF-ConvNext-Tiny (rfmerge, P4, 224x224, SUP) | 51.3 | No | RF-Next: Efficient Receptive Field Search for Co... | 2022-06-14 | Code |
| 9 | RF-ConvNext-Tiny (rfmultiple, P4, 224x224, SUP) | 50.8 | No | RF-Next: Efficient Receptive Field Search for Co... | 2022-06-14 | Code |
| 10 | RF-ConvNext-Tiny (rfsingle, P4, 224x224, SUP) | 50.7 | No | RF-Next: Efficient Receptive Field Search for Co... | 2022-06-14 | Code |
| 11 | ConvNext-Tiny (P4, 224x224, SUP) | 48.7 | No | A ConvNet for the 2020s | 2022-01-10 | Code |
| 12 | SERE (ViT-B/16, 100ep, 224x224, SSL) | 48.6 | No | SERE: Exploring Feature Self-relation for Self-s... | 2022-06-10 | Code |
| 13 | TEC (ViT-B/16, 224x224, SSL, mmseg) | 46.1 | No | Towards Sustainable Self-supervised Learning | 2022-10-20 | Code |
| 14 | TEC (ViT-B/16, 224x224, SSL) | 42.9 | No | Towards Sustainable Self-supervised Learning | 2022-10-20 | Code |
| 15 | SERE (ViT-S/16, 100ep, 224x224, SSL, mmseg) | 41 | No | SERE: Exploring Feature Self-relation for Self-s... | 2022-06-10 | Code |
| 16 | SERE (ViT-S/16, 100ep, 224x224, SSL) | 41 | No | SERE: Exploring Feature Self-relation for Self-s... | 2022-06-10 | Code |
| 17 | MAE (ViT-B/16, 224x224, SSL, mmseg) | 40 | No | Masked Autoencoders Are Scalable Vision Learners | 2021-11-11 | Code |
| 18 | MAE (ViT-B/16, 224x224, SSL) | 38.3 | No | Masked Autoencoders Are Scalable Vision Learners | 2021-11-11 | Code |
| 19 | PASS (ResNet-50 D16, 224x224, LUSS) | 21.6 | No | Large-scale Unsupervised Semantic Segmentation | 2021-06-06 | Code |
| 20 | PASS (ResNet-50 D32, 224x224, LUSS) | 21 | No | Large-scale Unsupervised Semantic Segmentation | 2021-06-06 | Code |
| 21 | PASS | 11.5 | No | Large-scale Unsupervised Semantic Segmentation | 2021-06-06 | Code |