NVIDIA's Déjà View: 117M model loops one transformer block for 3D from photos

NVIDIAAI · x · 2026-11-14

NVIDIA released an interactive Hugging Face demo of Déjà View, which turns photos taken from different angles into 3D geometry and camera poses. The 117M-parameter model loops a single transformer block, matching or beating models up to 10x larger across five benchmarks with comparable or less compute; loop count is tunable to compute budget. NeurIPS 2026 oral paper plus code are available.

Related event: NVIDIA Open-Sources Déjà View: 117M-Parameter Transformer for 3D Reconstruction(3 posts)→

Original post →

More from Multimodal

Multimodal channel →