DeepFusion: A simple way to improve traditional multi-view stereo methods using deep learning

作者:

Highlights:

• We develop a deep learning based method to improve the results of traditional MVS.

• We design a deep network for confidence prediction with good generality.

• We propose a fusion approach to utilize the predicted confidence maps.

摘要

•We develop a deep learning based method to improve the results of traditional MVS.•We design a deep network for confidence prediction with good generality.•We propose a fusion approach to utilize the predicted confidence maps.

论文关键词:Multi-view stereo,Deep neural networks,Confidence prediction,Depth maps fusion

论文评审过程:Received 10 December 2020, Revised 28 January 2021, Accepted 15 March 2021, Available online 17 March 2021, Version of Record 22 March 2021.

论文官网地址:https://doi.org/10.1016/j.knosys.2021.106968