Referring Expression Grounding on D^3 Intra-scenario
38.6Full Success RateAPE-D(+Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| APE-D(+Ours)2026.03 | 38.6 | 39.8 | 35 | |
| APE-D2026.03 | 37.5 | 38.8 | 33.9 | |
| APE-C(+Ours)2026.03 | 32.5 | 32.3 | 33 | |
| APE-B(+Ours)2026.03 | 32.4 | 32.2 | 32.9 | |
| APE-B2026.03 | 30 | 29.9 | 30.3 | |
| APE-C2026.03 | 27.8 | 27.9 | 27.3 | |
| APE-A(+Ours)2026.03 | 27.1 | 26.7 | 27.8 | |
| InternVL2-76BModel category=MLLM with a larger parameter scale2026.03 | 25.3 | 25.7 | 23.5 | |
| APE-A2026.03 | 25.1 | 24.5 | 26.9 | |
| FIBER-B2026.03 | 22.7 | 21.5 | 26 | |
| OFA-DOD2026.03 | 21.6 | 23.7 | 15.4 | |
| GLIP-T2026.03 | 19.1 | 18.3 | 21.5 | |
| Grounding-DINO-Full(+Ours)2026.03 | 19 | 18.5 | 20.9 | |
| Grounding-DINO-Base(+Ours)2026.03 | 17.8 | 17.4 | 19 | |
| Grounding-DINO-Full2026.03 | 17.5 | 18 | 15.9 | |
| Groma(7B)Model category=MLLM with a larger parameter scale2026.03 | 16 | 15.9 | 16.3 | |
| Grounding-DINO-Base2026.03 | 15.6 | 16.4 | 13.4 | |
| Griffon(13B)Model category=MLLM with a larger parameter scale2026.03 | 12.3 | 12.4 | 12.2 | |
| SPHINX-7B2026.03 | 10.6 | 11.4 | 7.9 | |
| InternVL2-8BModel category=MLLM with a larger parameter scale2026.03 | 9.8 | 11 | 6.2 |