| Paper | Code | gIoU | cIoU | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| DGSeg: Dynamic Gating of Semantic-Spatial Guided Predictions for Reasoning Segmentation | ✓ Link | 69.6 | 65.5 | DGSeg (Qwen2.5-VL-7B) | 2026-07-06 |
| Hugging Visual Prompt and Segmentation Tokens: Consistency Learning for Fine-Grained Visual Understanding in MLLMs | 64.1 | 62.5 | FCLM (7B) | 2026-06-03 | |
| HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual Perceiver | ✓ Link | 59.2 | 56.7 | HyperSeg-3B | 2025-06-11 |
| GEAR-Seg: A Grounded Explainable Agent for Reasoning Segmentation and Data Engine | ✓ Link | 57.5 | 47.5 | GEAR-Seg | 2026-07-01 |
| Exploring Efficient Reasoning Segmentation with Small Language Models | 52.0 | 52.8 | LReSeg | 2026-09-08 |