Deep Stereo Using Adaptive Thin Volume Representation With Uncertainty Awareness

We present Uncertainty-aware Cascaded Stereo Network (UCS-Net) for 3D reconstruction from multiple RGB images. Multi-view stereo (MVS) aims to reconstruct fine-grained scene geometry from multi-view images. Previous learning-based MVS methods estimate per-view depth using plane sweep volumes (PSVs)...

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Bibliographic Details

Published in:	Proceedings (IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Online) pp. 2521 - 2531
Main Authors:	Cheng, Shuo, Xu, Zexiang, Zhu, Shilin, Li, Zhuwen, Li, Li Erran, Ramamoorthi, Ravi, Su, Hao
Format:	Conference Proceeding
Language:	English
Published:	IEEE 01.06.2020
Subjects:	Feature extraction Geometry Image reconstruction Image resolution Memory management Three-dimensional displays Uncertainty
ISSN:	1063-6919
Online Access:	Get full text
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