Adaptive Wasserstein Loss for Continuous Depth Estimation in Multi-View Stereo Reconstruction

A novel loss function, named adaptive Wasserstein loss, is introduced to narrow down the divergence between the true and predicted depth distributions that may not have any common supports. Additionally, a simple but effective offset module is proposed to output continuous depth values.