Multi-View Stereo with Learnable Cost Metric

Guidong Yang,Xunkuai Zhou,Chuanxiang Gao,Benyun Zhao,Jihan Zhang,Yizhou Chen,Xi Chen,Ben M. Chen,Guidong Yang,Xunkuai Zhou,Chuanxiang Gao,Benyun Zhao,Jihan Zhang,Yizhou Chen,Xi Chen,Ben M. Chen

In this paper, we present LCM-MVSNet, a novel multi-view stereo (MVS) network with learnable cost metric (LCM) for more accurate and complete depth estimation and dense point cloud reconstruction. To adapt to the scene variation and improve the reconstruction quality in non-Lambertian low-textured scenes, we propose LCM to adaptively aggregate multi-view matching similarity into the 3D cost volume...