Li Kehong, Jiang Lingmin, Gong Yongyi. Depth map extraction methods in 2D-3D image/video conversion[J]. Journal of Image and Graphics, 2014, 19(10): 1393-1406. DOI: 10.11834/jig.20141001.
Depth map is a hotspot in computer vision research field. With the development and promotion of 3D display equipment
depth map extraction methods have attracted considerable attention. This study reviews the development trend of depth map extraction and summarizes the existing methods. Classifications are adopted on the basis of depth cues and human-computer interaction degree. The existing methods are grouped into three categories
namely
monocular
binocular
and multiple depth cue-based types. These methods are then classified into three schemes based on different human-computer interactions
namely
manual
semi-automatic
and automatic. This study focuses on the basic principles of these methods and emphasizes their advantages and limitations. A detailed analysis is also performed based on the application and development of machine learning methods for depth extraction. Future developments in depth extraction
including the adoption of new methods and the introduction of new depth cues