| refCOCO (val) | SegCompass-13B | cIoU86.3 | | 84 | 12d ago |
| refCOCO (testA) | SegCompass-7B | cIoU87.5 | | 83 | 12d ago |
| refCOCOg (val) | SegCompass-13B | CIoU84 | | 72 | 12d ago |
| refCOCO+ (testA) | TraceVision-7B | cIoU0.842 | | 60 | 16d ago |
| refCOCO (testB) | HyperSeg-1.5B | cIoU83.4 | | 54 | 16d ago |
| refCOCO+ (val) | TraceVision-7B | cIoU80.1 | | 49 | 1mo ago |
| RefCOCOg (test) | TraceVision-7B | cIoU80.1 | | 40 | 20d ago |
| RISBench (test) | RSRefSeg 2 | gIoU72.57 | | 31 | 2mo ago |
| MTRefSeg-21K v1 (val) | MTRefSeg-R1 | mIoU68.24 | | 25 | 1d ago |
| refCOCOg U (test) | READ | cIoU71.4 | | 22 | 3mo ago |
| refCOCOg U (val) | READ | cIoU70.1 | | 20 | 3mo ago |
| RefCOCOg | SEEM (B) | cIoU76.2 | | 14 | 3mo ago |
| RefCOCO+ (testB) | Ours (single-object) | cIoU62.92 | | 12 | 16d ago |
| RefSeg | SESAME-7B + ROSE | gIoU68.4 | | 10 | 1mo ago |
| Intent2Part InstructPart | SegWorld v2 | mIoU78.3 | | 9 | 6d ago |
| HALLUSEGBENCH Referring | VisionReasoner | CMS Factual81.91 | | 9 | 1mo ago |
| RefCOCOg FP | RobustSeg | Segment Score54.76 | | 9 | 1mo ago |
| FP-RefCOCO | RobustSeg | Segment Score59.57 | | 9 | 1mo ago |
| ORS-ID-Bench Descriptive Instruct | Qwen3-VL-Seg | cIoU91 | | 7 | 23d ago |
| ORS-ID-Bench Phrasal Instruct | Qwen3-VL-Seg | cIoU82.8 | | 7 | 23d ago |
| ORS-ID-Bench Single-instance Category Instruct | Qwen3-VL-Seg | cIoU96 | | 7 | 23d ago |
| RefCOCO+ (test) | ReLA | cIoU66 | | 7 | 3mo ago |
| RefCOCO (test) | LISA-7B | cIoU74.9 | | 7 | 3mo ago |
| RefSegRS (test) | SegEarth-R2 | gIoU74.8 | | 6 | 3mo ago |
| RefSegRS (val) | SegEarth-R2 | gIoU84.4 | | 6 | 3mo ago |
