Zoom based super-resolution through SAR model fitting
DSpace at IIT Bombay
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Title |
Zoom based super-resolution through SAR model fitting
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Creator |
JOSHI, MV
CHAUDHURI, SUBHASIS |
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Subject |
image analysis
image quality regression analysis mathematical models |
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Description |
We propose a technique for super-resolution imaging of a scene from observations at different camera zooms. Given a sequence of images with different zoom factors of a static scene, we obtain a picture of the entire scene at a resolution corresponding to the most zoomed observation. We model the high resolution image as a simultaneous autoregressive (SAR) model, the parameters of which are learnt from the most zoomed observation. Assuming that the entire scene can be described by a homogeneous SAR model, the learnt parameters are then used in a suitable regularization technique to estimate the high resolution field.
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Publisher |
IEEE
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Date |
2008-12-22T05:45:02Z
2011-11-28T02:47:47Z 2011-12-15T09:56:11Z 2008-12-22T05:45:02Z 2011-11-28T02:47:47Z 2011-12-15T09:56:11Z 2004 |
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Type |
Article
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Identifier |
Proceedings of the International Conference on Image Processing (V 3), Singapore, 24-27 October 2004, 1775-1778
0-7803-8554-3 10.1109/ICIP.2004.1421418 http://hdl.handle.net/10054/445 http://dspace.library.iitb.ac.in/xmlui/handle/10054/445 |
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Language |
en
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