| refCOCO (val) | HyperSeg-1.5B | cIoU84.8 | | 51 | 3d ago |
| refCOCO+ (val) | TraceVision-7B | cIoU80.1 | | 44 | 3d ago |
| refCOCO (testB) | HyperSeg-1.5B | cIoU83.4 | | 37 | 3d ago |
| refCOCO+ (testA) | TraceVision-7B | cIoU0.842 | | 30 | 3d ago |
| refCOCOg (val) | HyperSeg-1.5B | CIoU79.4 | | 24 | 4d ago |
| RefCOCOg (test) | TraceVision-7B | cIoU80.1 | | 23 | 2d ago |
| refCOCO (testA) | TraceVision-7B | cIoU86.8 | | 22 | 3d ago |
| refCOCOg U (test) | READ | cIoU71.4 | | 22 | 3d ago |
| refCOCOg U (val) | READ | cIoU70.1 | | 20 | 3d ago |
| RefCOCOg | SEEM (B) | cIoU76.2 | | 14 | 3d ago |
| RISBench (test) | SegEarth-R2 | gIoU70.5 | | 12 | 3d ago |
| RefCOCO+ (test) | ReLA | cIoU66 | | 7 | 2d ago |
| RefCOCO (test) | LISA-7B | cIoU74.9 | | 7 | 2d ago |
| RefSegRS (test) | SegEarth-R2 | gIoU74.8 | | 6 | 3d ago |
| RefSegRS (val) | SegEarth-R2 | gIoU84.4 | | 6 | 3d ago |
| RegionDial-Bench RefCOCOg Multi-turn 1.0 (test) | RegionReasoner-7B | R1 gIoU73.9 | | 6 | 3d ago |
| RegionDial-Bench RefCOCO+ Multi-turn 1.0 (test) | Seg-Zero-7B | R1 (gIoU)78.6 | | 6 | 3d ago |
| RISBench (val) | SegEarth-R2 | gIoU69.8 | | 5 | 3d ago |
| Total Segmentor | MedVL-SAM2 | Dice Score66.5 | | 5 | 3d ago |
| ACT-1K | MedVL-SAM2 | Dice Score88.34 | | 5 | 3d ago |
| CTOrg | MedVL-SAM2 | Dice Score88.04 | | 5 | 3d ago |
| FP-RefCOCOg augmented (val) | READ | Segment Score56.12 | | 4 | 3d ago |
| FP-RefCOCO+ augmented (val) | READ | Segment Score54.54 | | 4 | 3d ago |
| FP-RefCOCO augmented (val) | READ | Segment IoU61.5 | | 4 | 3d ago |
| RefCOCO+ (testB) | TagAlign (+ Attri.) | mIoU21.23 | | 4 | 3d ago |
