Metric: Mean IoU (higher is better)
| # | Model↕ | Mean IoU▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DeRIS-L | 81.28 | No | DeRIS: Decoupling Perception and Cognition for E... | 2025-07-02 | Code |
| 2 | PolyFormer-L | 72.15 | Yes | PolyFormer: Referring Image Segmentation as Sequ... | 2023-02-14 | Code |
| 3 | MaskRIS (Swin-B) | 71.68 | No | MaskRIS: Semantic Distortion-aware Data Augmenta... | 2024-11-28 | Code |
| 4 | PolyFormer-B | 70.65 | Yes | PolyFormer: Referring Image Segmentation as Sequ... | 2023-02-14 | Code |
| 5 | VATEX | 70.02 | No | Vision-Aware Text Features in Referring Image Se... | 2024-04-12 | Code |