Monoscopic Depth Map Compensation Using Recursive Method

碩士 === 國立交通大學 === 電信工程研究所 === 101 === This paper presents a method for depth map estimation from monoscopic video. To estimate depth from single image, some depth cues such as texture is used for initial guess. However motion vectors between current frame and previous frame is more often used. Most...

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Main Authors: Lo, Chih-Chung, 羅至中
Other Authors: Chang, Wen-Thong
Format: Others
Language:zh-TW
Published: 2012
Online Access:http://ndltd.ncl.edu.tw/handle/90819605952046588000
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spelling ndltd-TW-101NCTU54350382015-10-13T21:45:18Z http://ndltd.ncl.edu.tw/handle/90819605952046588000 Monoscopic Depth Map Compensation Using Recursive Method 單視域之遞迴式深度估測補償 Lo, Chih-Chung 羅至中 碩士 國立交通大學 電信工程研究所 101 This paper presents a method for depth map estimation from monoscopic video. To estimate depth from single image, some depth cues such as texture is used for initial guess. However motion vectors between current frame and previous frame is more often used. Most methods combine these cues linearly to get initial depth map estimation. However no systematic approach is available for weight estimation. Thus a recursive method is proposed for depth map estimation. After we got initial depth map, we can compute a left/right image pair by DIBR(depth image based rendering). Then this image pair can be used to compute disparity map by using DP(dynamic programming) based on stereo vision. DP takes the depth relation between pixels into account while the initial depth map estimation does not. So this disparity map get smoother depth estimation and fix the problem inside foreground objects. With this new depth map, recursive depth map compensation is used to derive a better depth estimation. Experiment results show our method can improve the original depth map and further more derive the stereo images with better visual comfort. Chang, Wen-Thong 張文鐘 2012 學位論文 ; thesis 62 zh-TW
collection NDLTD
language zh-TW
format Others
sources NDLTD
description 碩士 === 國立交通大學 === 電信工程研究所 === 101 === This paper presents a method for depth map estimation from monoscopic video. To estimate depth from single image, some depth cues such as texture is used for initial guess. However motion vectors between current frame and previous frame is more often used. Most methods combine these cues linearly to get initial depth map estimation. However no systematic approach is available for weight estimation. Thus a recursive method is proposed for depth map estimation. After we got initial depth map, we can compute a left/right image pair by DIBR(depth image based rendering). Then this image pair can be used to compute disparity map by using DP(dynamic programming) based on stereo vision. DP takes the depth relation between pixels into account while the initial depth map estimation does not. So this disparity map get smoother depth estimation and fix the problem inside foreground objects. With this new depth map, recursive depth map compensation is used to derive a better depth estimation. Experiment results show our method can improve the original depth map and further more derive the stereo images with better visual comfort.
author2 Chang, Wen-Thong
author_facet Chang, Wen-Thong
Lo, Chih-Chung
羅至中
author Lo, Chih-Chung
羅至中
spellingShingle Lo, Chih-Chung
羅至中
Monoscopic Depth Map Compensation Using Recursive Method
author_sort Lo, Chih-Chung
title Monoscopic Depth Map Compensation Using Recursive Method
title_short Monoscopic Depth Map Compensation Using Recursive Method
title_full Monoscopic Depth Map Compensation Using Recursive Method
title_fullStr Monoscopic Depth Map Compensation Using Recursive Method
title_full_unstemmed Monoscopic Depth Map Compensation Using Recursive Method
title_sort monoscopic depth map compensation using recursive method
publishDate 2012
url http://ndltd.ncl.edu.tw/handle/90819605952046588000
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AT luózhìzhōng dānshìyùzhīdìhuíshìshēndùgūcèbǔcháng
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