Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Face detection is a canonical example of a rare event detection problem, in which target patterns occur with much lor frequency than non-targets. Out of millions of face-sized windows in an input image, for example, only a few will typically contain a face. Viola and Jones recently proposed a cascade architecture for face detection which successfully addresses the rare event nature of the task. A central part of their method is a feature selection algorithm based on AdaBoost.  present a novel cascade learning algorithm based on forward feature selection which is two orders of magnitude faster than the Viola-Jones approach and yields classifiers of equivalent quality. This faster method could be used for more demanding classification tasks, such as on-line learning.
['Jianxin Wu', 'James M. Rehg', 'Matthew D. Mullin']
I am writing a research paper on a idea Learning a Rare Event Detection Cascade by Direct Feature Selection
[{"from": "human", "value": "I am writing a research paper on a idea Learning a Rare Event Detection Cascade by Direct Feature Selection"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Face detection is a canonical example of a rare event detection problem, in which target patterns occur with much lor frequency than non-targets. Out of millions of face-sized windows in an input image, for example, only a few will typically contain a face. Viola and Jones recently proposed a cascade architecture for face detection which successfully addresses the rare event nature of the task. A central part of their method is a feature selection algorithm based on AdaBoost.  present a novel cascade learning algorithm based on forward feature selection which is two orders of magnitude faster than the Viola-Jones approach and yields classifiers of equivalent quality. This faster method could be used for more demanding classification tasks, such as on-line learning."}]