ActionVLM-B-3B
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.01 | 78.2 | - | - | 88.8 | 85.1 | 67.1 | 51.8 | - | - | 74.2 | - | - | - | |
2026.01 | 77.4 | - | - | 87.7 | 83.4 | 65.2 | 50.9 | - | - | 72.9 | - | - | - | |
2026.01 | 77.4 | - | - | 88.1 | 84.5 | 66.9 | 51.5 | - | - | 73.7 | - | - | - | |
2026.01 | 76.9 | - | - | 87.3 | 82.6 | 64.9 | 50.7 | - | - | 72.5 | - | - | - | |
2026.01 | 76.5 | - | - | 84.9 | 81.5 | 63 | 48 | - | - | 70.8 | - | - | - | |
2026.01 | 76.3 | - | - | 86 | 81.7 | 64.5 | 50.1 | - | - | 71.7 | - | - | - | |
2026.01 | 75.8 | - | - | 87.2 | 82.9 | 64.6 | 49.6 | - | - | 72 | - | - | - | |
2026.01 | 75.3 | - | - | 87 | 82.4 | 63.8 | 49.2 | - | - | 71.5 | - | - | - | |
2026.01 | 75 | - | - | 86.6 | 82.3 | 63.9 | 49 | - | - | 71.4 | - | - | - | |
2026.01 | 74.3 | - | - | 84.2 | 80.3 | 62.7 | 49.6 | - | - | 70.2 | - | - | - | |
2026.01 | 74.2 | - | - | 85.1 | 80.9 | 61.8 | 45.4 | - | - | 69.5 | - | - | - | |
2023.09 | 73.9 | - | - | 85.5 | 80.7 | 62.9 | 48.9 | - | - | 70.4 | - | - | - | |
2026.01 | 73.5 | - | - | 84.6 | 80.8 | 61.7 | 48.6 | - | - | 69.8 | - | - | - | |
2026.01 | 73.4 | - | - | 85.3 | 80.9 | 61.1 | 45.1 | - | - | 69.2 | - | - | - | |
2023.09 | 73.3 | - | - | 84.8 | 80 | 63.8 | 48.8 | - | - | 70.1 | - | - | - | |
2026.01 | 73.3 | - | - | 84.8 | - | - | 48.8 | - | - | 70.1 | - | - | - | |
2023.09 | 73 | - | - | 84 | 79.6 | 63.5 | 47.7 | - | - | 69.6 | - | - | - | |
2026.01 | 73 | - | - | 84 | - | - | 47.7 | - | - | 69.6 | - | - | - | |
2023.09 | 72.9 | - | - | 83.6 | 80.1 | 62.4 | 47.4 | - | - | 69.3 | - | - | - | |
2026.01 | 72.2 | - | - | 84.1 | 80 | 60.4 | 45.8 | - | - | 68.5 | - | - | - | |
2026.01 | 71.9 | - | - | 83.6 | 79.6 | 61.5 | 48.6 | - | - | 69 | - | - | - | |
2026.01 | 71.6 | - | - | 84.5 | 80.2 | 60.9 | 46.9 | - | - | 68.8 | - | - | - | |
2023.09 | 71 | - | - | 82.1 | 77.8 | 59.4 | 43.9 | - | - | 66.8 | - | - | - | |
2026.01 | 69.4 | - | - | 79.8 | 75.2 | 56.4 | 41.7 | - | - | 64.3 | - | - | - | |
2023.04 | 64.26 | - | - | 76.65 | 72.06 | 51.23 | 39.54 | - | - | - | - | - | - | |
2023.04 | 63.2 | - | - | 76 | - | - | 34.5 | - | - | - | - | - | - | |
2023.09 | 63.2 | - | - | 76 | - | - | 34.5 | - | - | 59.2 | - | - | - | |
2023.04 | 62.62 | - | - | 75.64 | 70.42 | 51.36 | 38.58 | - | - | - | - | - | - | |
2023.09 | 60.1 | - | - | 74.8 | 69.1 | 46.6 | 32.8 | - | - | 56.7 | - | - | - | |
2026.01 | 60.1 | - | - | 82.1 | 78.1 | 59.8 | 44.4 | - | - | 66.9 | - | - | - | |
2023.04 | 59.8 | - | - | 72.7 | - | - | 33.3 | - | - | - | - | - | - | |
2023.09 | 57.1 | - | - | 69.2 | 65 | 47.8 | 35.6 | - | - | 55 | - | - | - | |
2023.04 | 56 | - | - | 69.4 | 64.3 | 46.4 | 34.9 | - | - | - | - | - | - | |
2023.04 | 55.5 | - | - | 67.3 | 62.4 | 43.7 | 31.1 | - | - | - | - | - | - | |
2023.09 | 55.5 | - | - | 67.3 | 62.4 | 43.7 | 31.1 | - | - | 52 | - | - | - | |
2023.09 | 54.3 | - | - | 68.3 | 63.8 | 41.8 | 26.2 | - | - | 50.9 | - | - | - | |
2020.11 | 53.5 | - | - | 69.1 | 63.3 | 40.4 | 26 | - | - | - | - | - | - | |
2020.11 | 53.5 | 74 | 72.3 | 69.1 | 63.3 | 40.4 | 26 | 10.5 | 1.7 | - | - | - | - | |
2023.09 | 53.2 | - | - | 67.9 | 62.2 | 41.8 | 27.7 | - | - | 50.6 | - | - | - | |
2020.11 | 53 | - | - | 65.6 | 61.4 | 42.4 | 28.8 | - | - | - | - | - | - | |
2020.11 | 53 | - | - | 65.6 | 61.4 | 42.4 | 28.8 | - | - | - | - | - | - | |
2022.03 | 52.9 | - | - | 70.1 | 62.3 | 42.7 | 30.7 | - | - | - | - | - | 57.1 | |
2022.03 | 52.4 | - | - | 66.7 | 60.4 | 41 | 30.4 | - | - | - | - | - | 56.6 | |
2023.04 | 52.4 | - | - | 66.7 | 60.4 | 41 | 30.4 | - | - | - | - | - | - | |
2023.09 | 52.4 | - | - | 66.7 | 60.4 | 41 | 30.4 | - | - | 50.2 | - | - | - | |
2020.11 | 52.1 | 72.2 | 71.4 | 68 | 62.3 | - | - | - | - | - | - | - | - | |
2023.09 | 51.9 | - | - | 68.3 | 62.3 | 38.8 | 23.7 | - | - | 49 | - | - | - | |
2020.06 | 51.6 | - | - | 66.4 | 60.4 | 37.6 | 22.9 | - | - | - | - | - | - | |
2022.03 | 51.3 | - | - | 58.5 | 54.6 | 41.8 | 29.5 | - | - | - | - | - | - | |
2020.11 | 51.3 | - | - | 58.5 | 54.6 | 41.8 | 29.5 | - | - | - | - | - | - | |
2020.11 | 51.3 | - | - | 58.5 | 54.6 | 41.8 | 29.5 | - | - | - | - | - | - | |
2021.01 | 50.2 | 72.1 | 69.8 | 65 | 58.1 | - | - | - | - | - | - | - | - | |
2019.09 | 49.1 | 69.5 | 67.8 | 63.6 | 57.8 | - | - | - | - | - | - | - | - | |
2020.03 | 49.1 | 69.5 | 67.8 | 63.6 | 57.8 | - | - | - | - | - | - | - | - | |
2020.03 | 49.1 | 69.5 | 67.8 | 63.6 | 57.8 | - | - | - | - | 61.6 | - | - | - | |
2020.06 | 49.1 | 69.5 | 67.8 | 63.6 | 57.8 | - | - | - | - | - | - | - | - | |
2021.01 | 49.1 | 69.5 | 67.8 | 63.6 | 57.8 | - | - | - | - | - | - | - | - | |
2021.07 | 49.1 | 69.5 | 67.5 | 63.6 | 57.8 | - | - | - | - | 61.5 | - | - | - | |
2022.03 | 49.1 | - | - | 63.6 | 57.8 | - | - | - | - | - | - | - | - | |
2020.11 | 49.1 | - | - | 63.6 | 57.8 | - | - | - | - | - | - | - | - | |
2020.11 | 49.1 | 69.5 | 67.8 | 63.6 | 57.8 | - | - | - | - | - | - | - | - | |
2023.09 | 45.5 | - | - | 58.6 | 54.1 | 32.5 | 17.2 | - | - | 41.6 | - | - | - | |
2022.03 | 45.4 | - | - | 53.9 | 50.7 | 38 | 28.5 | - | - | - | - | - | 49.1 | |
2020.11 | 45.4 | - | - | 53.9 | 50.7 | 38 | 28.5 | - | - | - | - | - | - | |
2020.11 | 45.4 | - | - | 53.9 | 50.7 | 38 | 28.5 | - | - | - | - | - | - | |
2023.09 | 44.6 | - | - | 60.6 | 53.2 | 36.8 | 26.7 | - | - | 44.3 | - | - | - | |
2023.04 | 43 | - | - | 57.3 | 51.3 | 32.6 | 22.8 | - | - | - | - | - | - | |
2019.09 | 42.8 | 59.8 | 57.1 | 53.2 | 48.5 | - | - | - | - | - | - | - | - | |
2019.08 | 42.8 | 59.8 | 57.1 | 53.2 | 48.5 | - | 20.8 | - | - | - | - | - | - | |
2020.03 | 42.8 | 59.8 | 57.1 | 53.2 | 48.5 | 33.8 | 20.8 | - | - | - | - | - | - | |
2020.07 | 42.8 | 59.8 | 57.1 | 53.2 | 48.5 | 33.8 | 20.8 | - | - | - | - | - | - | |
2020.03 | 42.8 | 59.8 | 57.1 | 53.2 | 48.5 | 33.8 | 20.8 | - | - | 52.3 | - | - | - | |
2020.06 | 42.8 | 59.8 | 57.1 | 53.2 | 48.5 | 33.8 | 20.8 | - | - | 45.1 | - | - | - | |
2021.01 | 42.8 | 59.8 | 57.1 | 53.2 | 48.5 | - | - | - | - | - | - | - | - | |
2021.07 | 42.8 | 59.8 | 57.1 | 53.2 | 48.5 | 33.8 | 20.8 | - | - | 52.3 | 45.1 | - | - | |
2022.03 | 42.8 | - | - | 53.2 | 48.5 | 33.8 | 20.8 | - | - | - | - | - | - | |
2020.11 | 42.8 | - | - | 53.2 | 48.5 | 33.8 | 20.8 | - | - | - | - | - | - | |
2020.11 | 42.8 | 59.8 | 57.1 | 53.2 | 48.5 | 33.8 | 20.8 | - | - | - | - | - | - | |
2020.10 | 42.8 | 59.8 | 57.1 | 53.2 | 48.5 | 33.8 | 20.8 | - | - | - | - | - | - | |
2022.03 | 42.3 | - | - | 54.8 | 49.2 | 33.1 | 23 | - | - | - | - | - | 43.6 | |
2022.03 | 40.4 | - | - | 57.1 | 49.1 | 31.2 | 23.1 | - | - | - | - | - | - | |
2023.09 | 40.3 | - | - | 54.5 | 47.6 | 30.8 | 23.4 | - | - | 39.3 | - | - | - | |
2021.01 | 40.2 | 66.1 | 64.2 | 54.5 | 47.6 | - | - | - | - | - | - | - | - | |
2021.03 | 40.2 | - | - | 54.5 | 47.6 | 30.8 | 23.4 | - | - | 39.3 | - | - | - | |
2022.03 | 40.2 | - | - | 54.5 | 47.6 | 30.8 | 23.4 | - | - | - | - | - | 44.2 | |
2020.11 | 40.2 | - | - | 54.5 | 47.6 | 30.8 | 23.4 | - | - | - | - | - | - | |
2020.11 | 40.2 | - | - | 54.5 | 47.6 | 30.8 | 23.4 | - | - | - | - | - | - | |
2020.11 | 40 | 61.6 | 59.3 | 54.7 | 48.2 | - | - | - | - | - | - | - | - | |
2022.03 | 39.8 | - | - | 57.8 | 49.4 | 30.2 | 21.7 | - | - | - | - | - | - | |
2020.11 | 39.8 | - | - | 57.8 | 49.4 | 30.2 | 21.7 | - | - | - | - | - | - | |
2020.07 | 38.8 | 69.1 | 63.7 | 57.8 | 47.2 | - | - | - | - | - | - | - | - | |
2020.03 | 38.8 | - | - | 56 | 47.4 | 29.7 | 20.5 | - | - | - | - | - | - | |
2022.03 | 38.8 | - | - | 56 | 47.4 | 29.7 | 20.5 | - | - | - | - | - | - | |
2023.04 | 38.8 | - | - | 56 | 47.4 | 29.7 | 20.5 | - | - | - | - | - | - | |
2023.09 | 38.8 | - | - | 56 | 47.4 | 29.7 | 20.5 | - | - | 38.5 | - | - | - | |
2020.11 | 38.8 | - | - | 57.8 | 47.2 | - | - | - | - | - | - | - | - | |
2020.11 | 38.8 | - | - | 56 | 47.4 | 29.7 | 20.5 | - | - | - | - | - | - | |
2020.10 | 38.8 | 69.1 | 63.7 | 57.8 | 47.2 | - | - | - | - | - | - | - | - | |
2020.10 | 38.8 | - | - | 56 | 47.4 | 29.7 | 20.5 | - | - | - | - | - | - | |
2021.07 | 38.3 | 70.1 | 63.6 | 54.5 | 45.7 | 26.4 | 13.4 | 6.9 | 2 | 54.4 | 44.6 | 35.7 | - |