| Full name | Volume Transformer: Revisiting Vanilla Transformers for 3D Scene Understanding |
|---|---|
| Publication title | Volume Transformer: Revisiting Vanilla Transformers for 3D Scene Understanding |
| Publication authors | Kadir Yilmaz, Adrian Kruse, Tristan Höfer, Daan de Geus, Bastian Leibe |
| Publication venue | |
| Publication url | https://arxiv.org/pdf/2604.19609 |
| Project link | https://yilmazkadir.github.io/Volt/ |
| Use other data | No |
| Last edited | 22 May, 2026 |
| mean | table | door | ceiling lamp | cabinet | blinds | curtain | chair | storage cabinet | office chair | bookshelf | whiteboard | window | box | monitor | shelf | heater | kitchen cabinet | sofa | bed | trash can | book | plant | blanket | tv | computer tower | refrigerator | jacket | sink | bag | picture | pillow | towel | suitcase | backpack | crate | keyboard | rack | toilet | printer | poster | painting | microwave | shoes | socket | bottle | bucket | cushion | basket | shoe rack | telephone | file folder | laptop | plant pot | exhaust fan | cup | coat hanger | light switch | speaker | table lamp | kettle | smoke detector | container | power strip | slippers | paper bag | mouse | cutting board | toilet paper | paper towel | pot | clock | pan | tap | jar | soap dispenser | binder | bowl | tissue box | whiteboard eraser | toilet brush | spray bottle | headphones | stapler | marker | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AP | 0.36025 | 0.31073 | 0.51447 | 0.66519 | 0.37128 | 0.70211 | 0.79602 | 0.64771 | 0.35778 | 0.89053 | 0.26180 | 0.80619 | 0.25903 | 0.22665 | 0.78915 | 0.11380 | 0.63128 | 0.09056 | 0.51425 | 0.46341 | 0.73974 | 0.06841 | 0.62813 | 0.25535 | 0.94552 | 0.48605 | 0.40201 | 0.52555 | 0.52125 | 0.24304 | 0.29443 | 0.32060 | 0.27070 | 0.44447 | 0.66650 | 0.15868 | 0.69397 | 0.06946 | 0.37264 | 0.66632 | 0.16805 | 0.00350 | 0.42238 | 0.11440 | 0.26605 | 0.26043 | 0.43932 | 0.04846 | 0.00000 | 0.01890 | 0.55000 | 0.00656 | 0.64701 | 0.22392 | 0.53767 | 0.45538 | 0.35637 | 0.29652 | 0.11735 | 0.59926 | 0.34722 | 0.67969 | 0.00209 | 0.28165 | 0.29720 | 0.02098 | 0.62805 | 0.13333 | 0.19169 | 0.17284 | 0.00000 | 0.47654 | 0.12698 | 0.46469 | 0.00488 | 0.59931 | 0.00840 | 0.11111 | 0.32648 | 0.57644 | 0.43196 | 0.37354 | 0.05185 | 0.23518 | 0.00278 |
| AP50 | 0.54998 | 0.65038 | 0.91292 | 0.88839 | 0.58232 | 0.88602 | 0.89744 | 0.88278 | 0.58659 | 0.91137 | 0.63350 | 0.90667 | 0.59005 | 0.44399 | 0.91370 | 0.25495 | 0.92595 | 0.18959 | 0.93728 | 0.65126 | 0.85950 | 0.17487 | 0.77778 | 0.32008 | 1.00000 | 0.62557 | 0.66667 | 0.80206 | 1.00000 | 0.43910 | 0.43715 | 0.49117 | 0.47163 | 0.51650 | 0.81287 | 0.37595 | 0.95906 | 0.20705 | 0.67610 | 0.78883 | 0.27381 | 0.00350 | 1.00000 | 0.26511 | 0.64672 | 0.52313 | 0.70372 | 0.05529 | 0.00000 | 0.16667 | 1.00000 | 0.01521 | 1.00000 | 0.49694 | 0.90422 | 0.66025 | 0.61333 | 0.64112 | 0.21432 | 1.00000 | 0.66667 | 0.88889 | 0.00321 | 0.56578 | 0.35028 | 0.05612 | 0.91662 | 0.20000 | 0.44200 | 0.22222 | 0.00000 | 0.66667 | 0.14286 | 0.83613 | 0.02735 | 0.74259 | 0.01584 | 0.25000 | 0.50943 | 0.78681 | 0.61468 | 0.49762 | 0.30833 | 0.24524 | 0.01253 |
| AP25 | 0.64067 | 0.84662 | 0.93380 | 0.95514 | 0.61667 | 0.95782 | 0.89744 | 0.93049 | 0.69789 | 0.95994 | 0.79933 | 0.95652 | 0.86465 | 0.55957 | 0.93376 | 0.31636 | 0.97113 | 0.41712 | 0.91771 | 0.98087 | 0.88960 | 0.32343 | 0.92519 | 0.32008 | 1.00000 | 0.66415 | 0.74537 | 0.86554 | 1.00000 | 0.49786 | 0.49992 | 0.49619 | 0.47318 | 0.59285 | 0.81536 | 0.76034 | 0.96136 | 0.20868 | 0.88068 | 0.81775 | 0.37536 | 0.00379 | 1.00000 | 0.41186 | 0.85991 | 0.69861 | 0.81367 | 0.08815 | 0.00000 | 0.33333 | 1.00000 | 0.10761 | 1.00000 | 0.67496 | 0.90878 | 0.72281 | 0.61333 | 0.89484 | 0.25293 | 1.00000 | 0.66667 | 0.94444 | 0.00417 | 0.66950 | 0.58095 | 0.05612 | 0.98978 | 0.22818 | 0.68246 | 0.22222 | 0.03790 | 0.83333 | 0.57143 | 0.83613 | 0.04878 | 0.74259 | 0.11986 | 0.29129 | 0.53899 | 0.93508 | 0.96333 | 0.71429 | 0.80000 | 0.26500 | 0.06364 |