Please use this identifier to cite or link to this item: http://localhost/handle/Hannan/424210
Title: Active learning in face recognition: Using tracking to build a face model
Authors: Hewitt, Robin;Belongie, Serge
subject: Active Learning in Face Recognition: Using Tracking to Build a Face Model
Year: 2008
Abstract: This paper describes a method by which a computer can autonomously acquire training data for learning to recognize a user's face. The computer, in this method, actively seeks out opportunities to acquire informative face examples. Using the principles of co-training, it combines a face detector trained on a single input image with tracking to extract face examples for learning. Our results show that this method extracts well-localized, diverse face examples from video after being introduced to the user through only one input image. In addition to requiring very little human intervention, a second significant benefit to this method is that it doesn't rely on a statistical classifier trained on a pre-existing face database for face detection. Because it doesn't require pre-training, this method has built-in robustness for situations where the application conditions differ from the conditions under which training data were acquired. © 2006 IEEE.
Description: 

URI: http://localhost/handle/Hannan/373579
http://localhost/handle/Hannan/424210
Appears in Collections:2002-2008

Files in This Item:
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AL501435.pdf906.89 kBAdobe PDF
Title: Active learning in face recognition: Using tracking to build a face model
Authors: Hewitt, Robin;Belongie, Serge
subject: Active Learning in Face Recognition: Using Tracking to Build a Face Model
Year: 2008
Abstract: This paper describes a method by which a computer can autonomously acquire training data for learning to recognize a user's face. The computer, in this method, actively seeks out opportunities to acquire informative face examples. Using the principles of co-training, it combines a face detector trained on a single input image with tracking to extract face examples for learning. Our results show that this method extracts well-localized, diverse face examples from video after being introduced to the user through only one input image. In addition to requiring very little human intervention, a second significant benefit to this method is that it doesn't rely on a statistical classifier trained on a pre-existing face database for face detection. Because it doesn't require pre-training, this method has built-in robustness for situations where the application conditions differ from the conditions under which training data were acquired. © 2006 IEEE.
Description: 

URI: http://localhost/handle/Hannan/373579
http://localhost/handle/Hannan/424210
Appears in Collections:2002-2008

Files in This Item:
File SizeFormat 
AL501435.pdf906.89 kBAdobe PDF
Title: Active learning in face recognition: Using tracking to build a face model
Authors: Hewitt, Robin;Belongie, Serge
subject: Active Learning in Face Recognition: Using Tracking to Build a Face Model
Year: 2008
Abstract: This paper describes a method by which a computer can autonomously acquire training data for learning to recognize a user's face. The computer, in this method, actively seeks out opportunities to acquire informative face examples. Using the principles of co-training, it combines a face detector trained on a single input image with tracking to extract face examples for learning. Our results show that this method extracts well-localized, diverse face examples from video after being introduced to the user through only one input image. In addition to requiring very little human intervention, a second significant benefit to this method is that it doesn't rely on a statistical classifier trained on a pre-existing face database for face detection. Because it doesn't require pre-training, this method has built-in robustness for situations where the application conditions differ from the conditions under which training data were acquired. © 2006 IEEE.
Description: 

URI: http://localhost/handle/Hannan/373579
http://localhost/handle/Hannan/424210
Appears in Collections:2002-2008

Files in This Item:
File SizeFormat 
AL501435.pdf906.89 kBAdobe PDF