USB-NeRF: Unrolling Shutter Bundle Adjusted Neural Radiance Fields

arXiv:2310.02687v3 Announce Type: replace
Abstract: Neural Radiance Fields (NeRF) has received much attention recently due to its impressive capability to represent 3D scene and synthesize novel view images. Existing works usually assume that the input images are captured by a global shutter camera. Thus, rolling shutter (RS) images cannot be trivially applied to an off-the-shelf NeRF algorithm for novel view synthesis. Rolling shutter effect would also affect the accuracy of the camera pose estimation (e.g. via COLMAP), which further prevents …

abstract arxiv attention capability cs.ai cs.cv fields global images nerf neural radiance fields novel type usb view