| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ReasonSeg (val) | SAM 3 Agent | gIoU77 | 193 | 19d ago | |
| ReasonSeg (test) | TikArt | gIoU73.8 | 145 | 19d ago | |
| ReasonSeg long (test) | EVOL-SAM3 | cIoU0.733 | 40 | 1mo ago | |
| ReasonSeg short (test) | SAM 3 Agent | cIoU59.4 | 40 | 1mo ago | |
| ReasonSeg | InstructSeg | gIoU61.9 | 33 | 3d ago | |
| MUSE (val) | POPEN | gIoU (overall)48 | 21 | 1mo ago | |
| EarthReason (val) | Think2Seg-RS | gIoU72.46 | 20 | 9d ago | |
| MUSE (test) | PixelLM-Llama2-13B | gIoU (overall)42.3 | 16 | 1mo ago | |
| EarthReason (test) | Think2Seg-RS | gIoU73.73 | 15 | 1mo ago | |
| SegEarth-R2 (train) | LISA-7B | Mean IoU26 | 14 | 1mo ago | |
| GeoSeg-Bench | GeoSeg | IoU56.4 | 14 | 1mo ago | |
| ReasonSeg zero-shot (val) | WISE-7B | gIoU63.5 | 11 | 16d ago | |
| ReasonSeg zero-shot (test) | WISE-7B | gIoU60.3 | 10 | 16d ago | |
| MVOR Reason | ORDIRS | cIoU (Semantic)83.21 | 8 | 1mo ago | |
| In-house OR video dataset 1.0 (test) | ORDIRS-Agent | cIoU (Semantic)75.8 | 8 | 1mo ago | |
| REASONSEG HARD (test) | CoT-Seg | gIoU58.6 | 6 | 1mo ago | |
| Reasoning Segmentation augmented (val) | SESAME | cIoU51.43 | 3 | 1mo ago |
