Referring Expression Understanding on YouRefIt
78.7mAP@0.25 (All)DA-ERU
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DA-ERUconfiguration=Full2025.10 | 78.7 | 65.7 | 82.1 | 88.4 | 67.6 | 48.5 | 75.4 | 79.3 | 38.1 | 13.4 | 39.8 | 61 | |
| Maugconfiguration=Only Aug2025.10 | 73.2 | 60.7 | 75.7 | 83.5 | 64.1 | 47.5 | 69.8 | 75.3 | 35.2 | 12.7 | 37.2 | 55.8 | |
| Baseline2025.10 | 71.2 | 59.5 | 73 | 80.8 | 60.1 | 43.2 | 66.4 | 70.5 | 32.8 | 8.6 | 35.4 | 53.4 | |
| Touch-Line-VTL2025.10 | 71.1 | 55.9 | 75.5 | 81.7 | 63.5 | 47 | 70.2 | 73.1 | 39 | 13.4 | 45.2 | 57.8 | |
| Mdepthconfiguration=Only Depth2025.10 | 70.8 | 56.5 | 73.3 | 82.7 | 60.8 | 43.5 | 67.9 | 71.4 | 33 | 9.5 | 37.7 | 52.1 | |
| Touch-Line-EWL2025.10 | 69.5 | 56.6 | 71.7 | 80 | 60.7 | 44.4 | 66.2 | 71.2 | 35.5 | 11.8 | 38.9 | 55 | |
| Maug depthconfiguration=Aug + Depth2025.10 | 66.1 | 56.1 | 69.7 | 72.4 | 53.6 | 37.9 | 61.7 | 61.2 | 23.3 | 6.5 | 22 | 40.7 | |
| PaliGemma22025.10 | 58.8 | 29 | 53.5 | 75.8 | 46.9 | 22.1 | 50.8 | 68 | 31.7 | 6.2 | 34.1 | 54.8 | |
| REP2025.10 | 58.8 | 44.7 | 68.9 | 63.2 | 45.7 | 25.4 | 57.7 | 54.3 | 18.8 | 3.8 | 22.2 | 29.9 | |
| Grounding DINO2025.10 | 57.9 | 38 | 60.9 | 74.9 | 54.9 | 35.7 | 59.3 | 69.6 | 42.3 | 22.7 | 45.9 | 58.4 | |
| YourRefit Full2025.10 | 54.7 | 38.5 | 64.1 | 61.6 | 40.5 | 16.3 | 54.4 | 51.1 | 14 | 1.2 | 17.2 | 23.3 | |
| YourRefit PAF2025.10 | 52.6 | 35.9 | 60.5 | 61.4 | 37.6 | 14.6 | 49.1 | 49.1 | 12.7 | 1 | 16.5 | 20.5 | |
| ReSC2025.10 | 49.2 | 32.3 | 54.7 | 60.1 | 34.9 | 14.1 | 42.5 | 47.7 | 10.5 | 0.2 | 10.6 | 20.1 | |
| FAOA2025.10 | 44.5 | 30.6 | 48.6 | 54.1 | 30.4 | 15.8 | 36.5 | 39.3 | 8.5 | 1.4 | 9.6 | 14.4 | |
| Qwen2.5vl2025.10 | 38.9 | 17 | 41.8 | 58 | 31 | 11.1 | 33.6 | 48.1 | 20 | 5.7 | 19.8 | 34.5 |