The resulting representation shows promising improvements on 3D awareness while preserving semantic transfer and remains competitive on RGB-D semantic segmentation tasks

The resulting representation shows promising improvements on 3D awareness while preserving semantic transfer: it outperforms prior methods of comparable scale on multiple 3D geometry benchmarks, and remains competitive when probed for standard RGB-D semantic segmentation tasks.

http://arxiv.org/abs/2608.27226v1