Depth and all-in-focus imaging by a multi-line-scan light-field camera

被引:12
作者
Stolc, Svorad [1 ,2 ]
Soukup, Daniel [1 ]
Hollaender, Branislav [1 ]
Huber-Moerk, Reinhold [1 ]
机构
[1] AIT Austrian Inst Technol GmbH, Intelligent Vis Syst Safety & Secur Dept, A-2444 Seibersdorf, Austria
[2] Slovak Acad Sci, Inst Measurement Sci, Bratislava 84104 4, Slovakia
关键词
light-field vision; line-scan acquisition; computational imaging; depth estimation; all-in-focus imaging; surface analysis; industrial inspection; STEREO; INSPECTION;
D O I
10.1117/1.JEI.23.5.053020
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We present a multi-line-scan light-field image acquisition and processing system designed for 2.5/3-D inspection of fine surface structures in industrial environments. The acquired three-dimensional light field is composed of multiple observations of an object viewed from different angles. The acquisition system consists of an area-scan camera that allows for a small number of sensor lines to be extracted at high frame rates, and a mechanism for transporting an inspected object at a constant speed and direction. During acquisition, an object is moved orthogonally to the camera's optical axis as well as the orientation of the sensor lines and a predefined subset of lines is read out from the sensor at each time step. This allows for the construction of so-called epipolar plane images (EPIs) and subsequent EPI-based depth estimation. We compare several approaches based on testing a set of slope hypotheses in the EPI domain. Hypotheses are derived from block matching, namely the sum of absolute differences, modified sum of absolute differences, normalized cross correlation, census transform, and modified census transform. Results for depth estimation and all-in-focus image generation are presented for synthetic and real data. (C) 2014 SPIE and IS&T
引用
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页数:19
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