R3D-SWIN:Use Shifted Window Attention for Single-View 3D Reconstruction

arXiv:2312.02725v3 Announce Type: replace
Abstract: Recently, vision transformers have performed well in various computer vision tasks, including voxel 3D reconstruction. However, the windows of the vision transformer are not multi-scale, and there is no connection between the windows, which limits the accuracy of voxel 3D reconstruction. Therefore, we propose a voxel 3D reconstruction network based on shifted window attention. To the best of our knowledge, this is the first work to apply shifted window attention to voxel 3D reconstruction. Experimental …

3d reconstruction abstract accuracy arxiv attention computer computer vision cs.cv however scale swin tasks transformer transformers type view vision vision transformers voxel windows