Separating Transparent Layers and Photometric Modeling
| Project/Area Number |
17500113
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| Research Category |
Grant-in-Aid for Scientific Research (C)
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| Allocation Type | Single-year Grants |
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| Section | 一般 |
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| Research Field |
Perception information processing/Intelligent robotics
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| Research Institution | Kyushu University |
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Principal Investigator |
HARA Kenji Kyushu University, Faculty of Design, Associate Professor (50380712)
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| Co-Investigator(Kenkyū-buntansha) |
URAHAMA Kiichi Kyushu University, Faculty of Design, Professor (10150492)
INOUE Kohei Kyushu University, Faculty of Design, Lecturer (70325570)
IKEUCHI Katsushi The University of Tokyo, Graduate School of Interdisciplinary Information Studies, Professor (30282601)
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| Project Period (FY) |
2005 – 2007
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| Project Status |
Completed (Fiscal Year 2007)
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| Budget Amount *help |
¥3,280,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥180,000)
Fiscal Year 2007: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2006: ¥1,400,000 (Direct Cost: ¥1,400,000)
Fiscal Year 2005: ¥1,100,000 (Direct Cost: ¥1,100,000)
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| Keywords | blind image separation / multiple correlation analysis / photometric stereo / albedo / ブラインド信号源分離 / 巡回置換 / バーチャル美術館 / 映り込み / 三次元形状復元 / 反射分離 / 透過物体 / 学習データ / 最適化 / 連続変形法 |
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| Research Abstract |
Looking through a window, the object behind the window is often disturbed by a reflection of another object One of the necessary techniques for constructing virtual museum is the technique to measure the artwork arranged inside a glass/acrylic display case without bringing the artwork out from the display case. To solve these problems, we developed a method of separating mixtures of two images, a method of separating mixtures of an arbitrary number of images, and a photometric stereo method. The first method of separating mixtures of two images is realized by classifying edges in the input image based on the belonging layer and formalizing the problem of decomposing the single image into two layer images as an optimization problem easier to solve based on this classification, and then solving this optimization with a deterministic annealing. The second method of separating mixtures of an arbitrary number of images accomplishes the blind separation of an arbitrary number of images from a set of their linear mixtures with unknown coefficients. This method first introduces a novel multiple correlation between one image and a set of multiple images. Then this multiple correlation leads us to provide a set of simultaneous linear equations for updating each mixture of images. Finally, source images are recovered by iterating between solving the sets of equations and cyclically permuting the mixtures of images. The third photometric stereo method estimates the shape and the reflectance of the artwork arranged inside a transparent display case. If we illuminate the display case, the light will reflect at its surface, thus, we cannot apply conventional photometric stereo as is. This method adopts a five-light photometric stereo that estimates the shape and the reflectance of the object which has specularities, under the circumstances that the light is reflected at the display case.
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Report
(4 results)
Research Products
(20 results)
