A Survey of Recent 3D Scene Analysis and Processing Methods

Document Type

Article

Publication Date

5-1-2021

School

Computing Sciences and Computer Engineering

Abstract

With ubiquitous cameras and popular 3D scanning and capturing devices to help us capture 2D/3D scene data, there are many scene understanding related applications, as well as quite a few important and interesting research problems in processing, analyzing, and understanding the available scene data. During the recent several years, there is a significant advancement in different research directions in this field and quite a few novel 3D scene analysis and processing methods have been proposed correspondingly in each direction. This paper provides a review and critical evaluation on the most recent (i.e., within five recent years) and novel data-driven or semantics-driven 3D scene analysis and processing methods, as well as several involved 3D scene datasets. For each method, its advantage(s) and disadvantage(s) are discussed, after an overview and/or analysis of the approach. Finally, based on the review, we propose several promising future research directions in this field.

Publication Title

Multimedia Tools and Applications

Volume

80

Issue

13

First Page

19491

Last Page

19511

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