Face recognition
DSpace at IIT Bombay
View Archive InfoField | Value | |
Title |
Face recognition
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Creator |
KOHIR, VV
DESAI, UB |
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Subject |
discrete cosine transforms
face recognition hidden markov models |
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Description |
A transform domain face recognition approach is presented. The DCT is coupled with the HMM to achieve a recognition rate of 100% on ORL face database of 40 subjects with 10 images per subject. The recognition time for ORL database is little over 2 Sec. 5 images of a subject are used to train HMM and remaining 5 are used for recognition test. The proposed method is tested on another face data base of 249 subjects with 3 training images and 4 test images per subject. The recognition rate is 90%. A test of recognition is carried out at different resolutions with recognition rate varing from 100% to 95% depending on the resolution. Further, a simple scheme is proposed to incorporate rejection of images of new subjects. On ORL database 100% rejection occurs for the images of new subjects.
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Publisher |
IEEE
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Date |
2008-12-10T06:31:51Z
2011-11-28T07:35:33Z 2011-12-15T09:57:07Z 2008-12-10T06:31:51Z 2011-11-28T07:35:33Z 2011-12-15T09:57:07Z 2000 |
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Type |
Article
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Identifier |
Proceedings of the IEEE International Symposium on Circuits and Systems (V 5), Geneva, Switzerland, 28-31 May 2000, V-305-V-308
0-7803-5482-6 10.1109/ISCAS.2000.857425 http://hdl.handle.net/10054/247 http://dspace.library.iitb.ac.in/xmlui/handle/10054/247 |
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Language |
en
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