U<sup>2</sup>-Net Architecture Contingent Intelligent Depth Map Extraction Method Using Light Field Images

This paper presents a novel method of employing a two-level layered U-Structure called U<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</sup>(U-Square)-Net deep learning architecture to yield depth map data from light field images of target objects captured by light field camera. The advantage of using U<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2_</sup>Net lies in its outstanding capability to detect salient objects.

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Publication Details

Published
2024-08-04
DOI
https://doi.org/10.1109/cleo-pr60912.2024.10676633
Primary Topic
Advanced Vision and Imaging
Type
article
Field-Weighted Citation Impact
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article

U2-Net Architecture Contingent Intelligent Depth Map Extraction Method Using Light Field Images

Ki‐Chul Kwon, Kwon-Yeon Lee, Ferdous Hossain, Nam Kim et al.
Advanced Vision and Imaging
article

U2-Net Architecture Contingent Intelligent Depth Map Extraction Method Using Light Field Images

Ki‐Chul Kwon, Kwon-Yeon Lee, Ferdous Hossain, Nam Kim, Shariar Md Imtiaz, Hui‐Ying Wu
article en

Abstract

This paper presents a novel method of employing a two-level layered U-Structure called U<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2</sup>(U-Square)-Net deep learning architecture to yield depth map data from light field images of target objects captured by light field camera. The advantage of using U<sup xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">2_</sup>Net lies in its outstanding capability to detect salient objects.

Chungbuk National University (KR), Sunchon National University (KR)
Openalex Percentile: Top 85%
Advanced Vision and Imaging
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