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Amey Kulkarni

2 accepted papers

2024

3D Reconstruction with Generalizable Neural Fields using Scene Priors

ICLR 2024poster

High-fidelity 3D scene reconstruction has been substantially advanced by recent progress in neural fields. However, most existing methods train a separate network from scratch for each individual scene. This is not scalable, inefficient, and unable to yield good results given limited views. While le…

2024

COLMAP-Free 3D Gaussian Splatting

CVPR 2024highlight

While neural rendering has led to impressive advances in scene reconstruction and novel view synthesis it relies heavily on accurately pre-computed camera poses. To relax this constraint multiple efforts have been made to train Neural Radiance Fields (NeRFs) without pre-processed camera poses. Howev…