Metric: Transductive Setting hIoU (higher is better)
| # | Model↕ | Transductive Setting hIoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | OTSeg+ | 94.4 | No | OTSeg: Multi-prompt Sinkhorn Attention for Zero-... | 2024-03-21 | Code |
| 2 | OTSeg | 94.2 | No | OTSeg: Multi-prompt Sinkhorn Attention for Zero-... | 2024-03-21 | Code |
| 3 | CLIP-RC | 93 | No | - | - | Code |
| 4 | ZegCLIP | 91.1 | No | ZegCLIP: Towards Adapting CLIP for Zero-shot Sem... | 2022-12-07 | Code |
| 5 | MaskCLIP+ | 87.4 | No | Extract Free Dense Labels from CLIP | 2021-12-02 | Code |
| 6 | FreeSeg | 86.9 | No | FreeSeg: Free Mask from Interpretable Contrastiv... | 2022-09-27 | - |
| 7 | zsseg | 79.3 | No | A Simple Baseline for Open-Vocabulary Semantic S... | 2021-12-29 | Code |
| 8 | STRICT | 49.8 | No | A Closer Look at Self-training for Zero-Label Se... | 2021-04-21 | Code |
| 9 | CaGNet | 43.7 | No | Context-aware Feature Generation for Zero-shot S... | 2020-08-16 | Code |
| 10 | SPNet | 38.8 | No | - | - | Code |
| 11 | ZS5 | 33.8 | No | Zero-Shot Semantic Segmentation | 2019-06-03 | Code |