NVIDIA Déjà View turns multi-angle photos into 3D geometry
Weight-tied looping shows parameter efficiency, not scale, can dominate in 3D vision tasks, which shifts how small labs should think about model budgets. Teams doing photogrammetry, robotics perception or 3D content generation can deploy it on modest hardware and tune loop count to their compute ceiling. Code is available via NVIDIA's research page, making it directly testable against larger pose-estimation baselines.