OneCanvas Enables 3D Spatial Reasoning in 2D Image Models via Single Panoramic Canvas

OneCanvas, a NeurIPS 2026 Spotlight paper, merges multi-camera views into a single panoramic canvas so that off-the-shelf 2D VLMs can answer 3D spatial questions without specialized geometric encoders, achieving new state-of-the-art on spatial reasoning benchmarks.

2026-10-04 ~ 2026-10-06 · 2 related posts

• OneCanvas turns multi-view camera features into a single panoramic canvas for 2D VLMs to grasp 3D scenes — anselm · 2026-10-04
• OneCanvas turns a single image into 3D spatial reasoning, hitting new SOTA — Roger_M_Taylor · 2026-10-06