| Paper Abstract and Keywords |
| Presentation |
2008-12-20 10:25
Shape from shading based on a probabilistic model including surface orientation and depth fields Yuki Nakatsuji, Toshiyuki Tanaka (Kyoto Univ) NC2008-74 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we propose a new method to solve shape-from-shading problems based on a probabilistic model.
The proposed method includes both a surface orientation field and a depth field explicitly,
which makes enforcement of integrability constraint on the surface orientation field unnecessary.
In addition, the probabilistic model used in our method represents smoothing constraint
in terms not of second-order derivatives of the depth field but of
first-order derivatives of the surface orientation field,
which makes the graphical representation of the probability model containing nodes with small degrees,
thereby reducing computational complexity of the estimation via belief propagation.
We performed numerical experiment with the proposed method,
and compared the proposed method with the existing methods for shape-from-shading problem. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
shape from shading / Markov random fields / belief propagation / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 108, no. 372, NC2008-74, pp. 7-12, Dec. 2008. |
| Paper # |
NC2008-74 |
| Date of Issue |
2008-12-13 (NC) |
| ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
NC2008-74 |
| Conference Information |
| Committee |
NC MBE |
| Conference Date |
2008-12-20 - 2008-12-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Nagoya Inst. Tech. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
NC |
| Conference Code |
2008-12-NC-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Shape from shading based on a probabilistic model including surface orientation and depth fields |
| Sub Title (in English) |
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| Keyword(1) |
shape from shading |
| Keyword(2) |
Markov random fields |
| Keyword(3) |
belief propagation |
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| 1st Author's Name |
Yuki Nakatsuji |
| 1st Author's Affiliation |
Kyoto University (Kyoto Univ) |
| 2nd Author's Name |
Toshiyuki Tanaka |
| 2nd Author's Affiliation |
Kyoto University (Kyoto Univ) |
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| Speaker |
Author-1 |
| Date Time |
2008-12-20 10:25:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NC2008-74 |
| Volume (vol) |
vol.108 |
| Number (no) |
no.372 |
| Page |
pp.7-12 |
| #Pages |
6 |
| Date of Issue |
2008-12-13 (NC) |