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- Low dimensional search for efficient texture synthesis
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UBC Theses and Dissertations
Low dimensional search for efficient texture synthesis Kimberley, Fred
Abstract
Current texture synthesis algorithms rely upon high dimensional approximate nearest neighbour (ANN) searches to determine the best pixel to use at the current position. The feature vectors used in the ANN search are typically between 100 and 300 dimensions. A large amount of research has examined how to reduce the number of feature vectors that need to be searched but very little has been done to speed up the actual comparisons. We present two new texture synthesis algorithms that use an order of magnitude fewer dimensions during the ANN search. In addition, we construct and make use of an error texture that further reduces the time spent comparing two feature vectors.
Item Metadata
Title |
Low dimensional search for efficient texture synthesis
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Creator | |
Publisher |
University of British Columbia
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Date Issued |
2004
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Description |
Current texture synthesis algorithms rely upon high dimensional approximate nearest neighbour (ANN) searches to determine the best pixel to use at the current position. The feature vectors used in the ANN search are typically between 100 and 300 dimensions. A large amount of research has examined how to reduce the number of feature vectors that need to be searched but very little has been done to speed up the actual comparisons. We present two new texture synthesis algorithms that use an order of magnitude fewer dimensions during the ANN search. In addition, we construct and make use of an error texture that further reduces the time spent comparing two feature vectors.
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Extent |
9176166 bytes
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Genre | |
Type | |
File Format |
application/pdf
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Language |
eng
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Date Available |
2009-11-23
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Provider |
Vancouver : University of British Columbia Library
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Rights |
For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.
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DOI |
10.14288/1.0051742
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URI | |
Degree | |
Program | |
Affiliation | |
Degree Grantor |
University of British Columbia
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Graduation Date |
2004-11
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Campus | |
Scholarly Level |
Graduate
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Aggregated Source Repository |
DSpace
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Item Media
Item Citations and Data
Rights
For non-commercial purposes only, such as research, private study and education. Additional conditions apply, see Terms of Use https://open.library.ubc.ca/terms_of_use.