Spatial Reasoning on VSI-Bench 1.0 (test)
25Relative Distance Error
Chance Level (Random)
Updated 3d ago
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
2026.01 | 25 | - | - | - | - | - | 36.1 | 28.3 | 25 | |
2026.01 | 25.1 | 34 | 62.1 | 32 | 29.9 | 33.1 | 47.9 | 28.4 | 25.2 | |
2026.04 | 25.1 | 34 | 62.1 | 32 | 29.9 | 33.1 | 47.9 | 28.4 | 25.2 | |
2026.01 | 28.9 | 28 | 46.1 | 28.4 | 15.4 | 28.3 | 36.9 | 34.5 | 5.8 | |
2026.01 | 29.6 | 21.6 | 29.1 | 9.1 | 16.7 | 0 | 30.7 | 32.5 | 25.5 | |
2026.01 | 32.1 | 28.9 | 17.4 | 21.8 | 50.3 | 18.8 | 34.8 | 31 | 24.8 | |
2026.02 | 32.1 | 28.9 | 17.4 | 21.8 | 50.3 | 18.8 | 34.8 | 31 | 24.8 | |
2026.04 | 32.1 | 28.9 | 17.4 | 21.8 | 50.3 | 18.8 | 34.8 | 31 | 24.8 | |
2026.01 | 33.1 | 29.2 | 38 | 16.6 | 38.9 | 22.2 | 43.3 | 25.4 | 15.7 | |
2026.04 | 33.1 | 29.2 | 38 | 16.6 | 38.9 | 22.2 | 43.3 | 25.4 | 15.7 | |
2026.04 | 33.1 | 29.2 | 38 | 16.6 | 38.9 | 22.2 | 43.3 | 25.4 | 15.7 | |
2026.01 | 33.8 | 27.4 | 21.8 | 24.9 | 22 | 35 | 44.2 | 30.5 | 7.1 | |
2026.04 | 34.9 | 31.4 | 30.1 | 29.2 | 35.5 | 25.8 | 41.4 | 30.4 | 24.1 | |
2026.01 | 36.7 | 34.6 | 23.1 | 28.7 | 48.2 | 39.8 | 30.7 | 29.9 | 39.6 | |
2026.01 | 37 | 34 | 46.2 | 5.3 | 43.8 | 38.2 | 41.3 | 31.5 | 28.5 | |
2026.02 | 37 | 34 | 46.2 | 5.3 | 43.8 | 38.2 | 41.3 | 31.5 | 28.5 | |
2026.04 | 37 | 34 | 46.2 | 5.3 | 43.8 | 38.2 | 41.3 | 31.5 | 28.5 | |
2026.04 | 37 | 34 | 46.2 | 5.3 | 43.8 | 38.2 | 41.3 | 31.5 | 28.5 | |
2026.01 | 37.7 | 42.1 | 49.8 | 30.8 | 53.5 | 54.4 | 41 | 31.5 | 37.8 | |
2026.02 | 37.7 | 42.1 | 49.8 | 30.8 | 53.5 | 54.4 | 41 | 31.5 | 37.8 | |
2026.02 | 38 | 37.5 | 31.3 | 29 | 48.9 | 44.2 | 33.4 | 28.9 | 46.4 | |
2026.04 | 38.2 | 37 | 25.1 | 29.3 | 54.5 | 38.8 | 37 | 34 | 28.9 | |
2026.02 | 38.3 | 30.6 | 24.3 | 24.7 | 31.7 | 22.6 | 41.6 | 26.3 | 21.2 | |
2026.02 | 38.6 | 33 | 40.9 | 14.8 | 43.4 | 10.7 | 38.5 | 33 | 29.8 | |
2026.04 | 38.6 | 33 | 40.9 | 14.8 | 43.4 | 10.7 | 38.5 | 33 | 29.8 | |
2026.01 | 40.5 | 31.2 | 22.4 | 24.8 | 48.7 | 22.7 | 25.7 | 31.5 | 32.9 | |
2026.04 | 40.5 | 31.2 | 22.4 | 24.8 | 48.7 | 22.7 | 25.7 | 31.5 | 32.9 | |
2026.04 | 40.5 | 31.2 | 22.4 | 24.8 | 48.7 | 22.7 | 25.7 | 31.5 | 32.9 | |
2026.01 | 41.3 | 48.4 | 65.3 | 34.8 | 63.1 | 45.1 | 46.2 | 33.5 | 46.3 | |
2026.02 | 41.3 | 48.4 | 65.3 | 34.8 | 63.1 | 45.1 | 46.2 | 33.5 | 46.3 | |
2026.04 | 41.3 | 48.4 | 65.3 | 34.8 | 63.1 | 45.1 | 46.2 | 33.5 | 46.3 | |
2026.04 | 41.3 | 48.4 | 65.3 | 34.8 | 63.1 | 45.1 | 46.2 | 33.5 | 46.3 | |
2026.01 | 42.1 | 36 | 34.9 | 26.9 | 46.5 | 31.8 | 32.2 | 34 | 39.6 | |
2026.01 | 42.4 | 40.9 | 48.9 | 22.8 | 57.4 | 35.3 | 36.7 | 35 | 48.6 | |
2026.04 | 42.4 | 40.9 | 48.9 | 22.8 | 57.4 | 35.3 | 36.7 | 35 | 48.6 | |
2026.04 | 42.4 | 40.9 | 48.9 | 22.8 | 57.4 | 35.3 | 36.7 | 35 | 48.6 | |
2026.01 | 42.5 | 32.4 | 47.7 | 20.2 | 47.4 | 12.3 | 35.2 | 29.4 | 24.4 | |
2026.01 | 42.5 | 40.2 | 43.5 | 23.9 | 57.6 | 37.5 | 39.9 | 32.5 | 44.6 | |
2026.02 | 42.5 | 32.4 | 47.7 | 20.2 | 47.4 | 12.3 | 35.2 | 29.4 | 24.4 | |
2026.04 | 42.5 | 32.4 | 47.7 | 20.2 | 47.4 | 12.3 | 35.2 | 29.4 | 24.4 | |
2026.04 | 42.5 | 40.2 | 43.5 | 23.9 | 57.6 | 37.5 | 39.9 | 32.5 | 44.6 | |
2026.01 | 43.5 | 35.6 | 48.5 | 14 | 47.8 | 24.2 | 42.4 | 34 | 30.6 | |
2026.02 | 43.5 | 35.6 | 48.5 | 14 | 47.8 | 24.2 | 42.4 | 34 | 30.6 | |
2026.04 | 43.5 | 35.6 | 48.5 | 14 | 47.8 | 24.2 | 42.4 | 34 | 30.6 | |
2026.02 | 44.6 | 47.3 | 66 | 37.8 | 55.2 | 59.2 | 45.6 | 33.5 | 36.4 | |
2026.04 | 44.6 | 47.3 | 66 | 37.8 | 55.2 | 59.2 | 45.6 | 33.5 | 36.4 | |
2026.04 | 44.6 | 47.3 | 66 | 37.8 | 55.2 | 59.2 | 45.6 | 33.5 | 36.4 | |
2026.04 | 45.1 | 44.6 | 58.1 | 33.9 | 61.4 | 28.9 | 46.5 | 29.9 | 53.2 | |
2026.04 | 45.6 | 44.9 | 62.2 | 35.4 | 62 | 41.4 | 46.5 | 27.3 | 38.5 | |
2026.02 | 46.6 | 50.7 | 67.9 | 37.7 | 58.6 | 62 | 40.7 | 32.4 | 59.2 | |
2026.04 | 46.6 | 50.7 | 67.9 | 37.7 | 58.6 | 62 | 40.7 | 32.4 | 59.2 | |
2026.04 | 46.6 | 50.7 | 67.9 | 37.7 | 58.6 | 62 | 40.7 | 32.4 | 59.2 | |
2026.04 | 48 | 42.1 | 66.1 | 34.9 | 43.6 | 47.5 | 39.3 | 26.3 | 31.4 | |
2026.04 | 48.3 | 42.1 | 68.1 | 39 | 48.4 | 33.6 | 36.4 | 27.3 | 35.4 | |
2026.01 | 51.3 | 45.4 | 56.2 | 30.9 | 64.1 | 43.6 | 46.3 | 36 | 34.6 | |
2026.02 | 51.3 | 45.4 | 56.2 | 30.9 | 64.1 | 43.6 | 46.3 | 36 | 34.6 | |
2026.04 | 51.3 | 45.4 | 56.2 | 30.9 | 64.1 | 43.6 | 46.3 | 36 | 34.6 | |
2026.04 | 51.3 | 45.4 | 56.2 | 30.9 | 64.1 | 43.6 | 46.3 | 36 | 34.6 | |
2026.01 | 52.1 | 58.8 | 68.2 | 53 | 64.4 | 69.1 | 70.9 | 38.1 | 54.5 | |
2026.04 | 55.1 | 49.9 | 43.5 | 34.4 | 66.1 | 52.8 | 35.7 | 44.3 | 68 | |
2026.04 | 55.9 | 48.4 | 71.2 | 53.7 | 44.4 | 39.5 | 39.5 | 28.9 | 54.5 | |
2026.01 | 56.9 | 61 | 70.8 | 55 | 70.1 | 69.4 | 69.8 | 38.1 | 57.4 | |
2026.02 | 57.9 | 58.6 | 69 | 39.3 | 70.6 | 62.8 | 59.5 | 36.1 | 73.6 | |
2026.04 | 58 | 57.9 | 67.6 | 47 | 76.3 | 61.9 | 51 | 35.1 | 66.3 | |
2026.01 | 58.4 | 54 | 69.2 | 41.7 | 67.6 | 62.4 | 47.3 | 43.3 | 41.7 | |
2026.04 | 58.8 | 55.6 | 70 | 43 | 64.3 | 67 | 50.5 | 35.6 | 56 | |
2026.04 | 59.7 | 60.6 | 72 | 44.4 | 74.3 | 68.3 | 55.8 | 44.9 | 65.2 | |
2026.04 | 62 | 53.6 | 46 | 37.4 | 68.7 | 54.4 | 43.9 | 47.4 | 68.8 | |
2026.04 | 62 | 53.6 | 46 | 37.4 | 68.7 | 54.4 | 43.9 | 47.4 | 68.8 | |
2026.04 | 63.7 | 55 | 53.3 | 34.5 | 73.3 | 47.5 | 48.7 | 50.3 | 68.9 | |
2026.01 | 63.8 | 58.2 | 71.7 | 53.8 | 68.8 | 62.1 | 83 | 44.3 | 18.4 | |
2026.02 | 64.8 | 57.3 | 70.7 | 40.6 | 68 | 46.3 | 61.9 | 27.3 | 78.8 | |
2026.04 | 64.8 | 57.3 | 70.7 | 40.6 | 68 | 46.3 | 61.9 | 27.3 | 78.8 | |
2026.04 | 64.8 | 57.3 | 70.7 | 40.6 | 68 | 46.3 | 61.9 | 27.3 | 78.8 | |
2026.01 | 65.4 | 60.9 | 70.2 | 49.4 | 69.2 | 67.1 | 80.5 | 45.4 | 40.1 | |
2026.04 | 65.4 | 60.9 | 70.2 | 49.4 | 69.2 | 67.1 | 80.5 | 45.4 | 40.1 | |
2026.04 | 65.4 | 60.9 | 70.2 | 49.4 | 69.2 | 67.1 | 80.5 | 45.4 | 40.1 | |
2026.04 | 67.9 | 62.2 | 71.4 | 56.8 | 69 | 69.1 | 83.2 | 47.4 | 32.5 | |
2026.04 | 70.6 | 64.2 | 73.6 | 58.9 | 71.8 | 72.1 | 86.7 | 47.8 | 32.2 | |
2026.04 | 72 | 71.4 | 71.2 | 59.8 | 74.1 | 75 | 87.1 | 50.5 | 81.7 | |
2026.04 | - | 41.1 | - | - | - | - | - | - | - |