| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| RefCOCO+ (val) | InternVL2.5-78B | Accuracy90.4 | 354 | 18d ago | |
| RefCOCO (testA) | UNINEXT | Accuracy94.33 | 351 | 18d ago | |
| RefCOCO (val) | InternVL2.5-78B | Accuracy93.7 | 348 | 18d ago | |
| RefCOCOg (test) | InternVL2.5-78B | Accuracy92.2 | 300 | 1mo ago | |
| RefCOCOg (val) | InternVL2.5-78B | Accuracy92.7 | 300 | 18d ago | |
| RefCOCO+ (testB) | InternVL3.5-241B-A28B | Accuracy86.9 | 244 | 18d ago | |
| RefCOCO+ (testA) | CogVLM | Accuracy91.81 | 216 | 18d ago | |
| RefCOCO (testB) | UNINEXT-H | Accuracy91.46 | 213 | 18d ago | |
| RefCOCO+ (test-A) | InternVL2.5-78B | Accuracy94.7 | 172 | 3mo ago | |
| RefCOCO+ (test-B) | Qwen2-VL-72B | Accuracy85.6 | 167 | 3mo ago | |
| RefCOCO (test-B) | InternVL2.5-78B | Accuracy92.5 | 160 | 3mo ago | |
| RefCOCOg (test-u) | UNINEXT-H | Precision89.37 | 71 | 4mo ago | |
| RefCOCOg (val-u) | BARE-L | Accuracy90.58 | 57 | 4mo ago | |
| RefCOCO v1 (val) | BARE-L | Top-1 Accuracy92.83 | 49 | 4mo ago | |
| ReferItGame (test) | SimVG-TB | Top-1 Acc79.3 | 47 | 4mo ago | |
| RefCOCO, RefCOCO+, and RefCOCOg Average | InternVL2.5-78B | Average Accuracy92.3 | 44 | 3mo ago | |
| RefBench PRO | Qwen3-VL-8B | Acc (Phrase)71.44 | 30 | 4mo ago | |
| OpenRef | LLaVA-OV-1.5 | F1 (Landmark)100 | 28 | 2mo ago | |
| RefCOCOg | Ours | Accuracy84.3 | 21 | 4mo ago | |
| RefGTA (test) | ReCLIP w/o relations | Accuracy72.56 | 21 | 4mo ago | |
| RefGTA (val) | ReCLIP w/o relations | Accuracy71.66 | 21 | 4mo ago | |
| VRSBench | Qwen2.5-VL | Unique Accuracy @ IoU=0.566.54 | 18 | 3mo ago | |
| gRefCOCO (testA) | SimVG-DB | Precision (F1=1, IoU>=0.5)64.6 | 18 | 4mo ago | |
| KVG-Bench | Accuracy (Air, Seen Categories)81.33 | 17 | 3mo ago | ||
| RefCOCOg 48 (test-u) | SimVG-DB | Accuracy89.15 | 17 | 4mo ago |
