The Wordometer - Estimating the Number of Words Read Using Document Image Retrieval and Mobile Eye Tracking

言語英語
種類国際会議等の予稿
著者Kai Kunze,Hitoshi Kawaichi,Koichi Kise,Kazuyo Yoshimura
論文名The Wordometer - Estimating the Number of Words Read Using Document Image Retrieval and Mobile Eye Tracking
論文誌名Proc. 12th International Conference on Document Analysis and Recognition (ICDAR 2013)
ページpp.25-29
発表場所Washington, DC, USA
査読の有無有
発表の種類口頭ならびにポスター発表
年月2013年8月
分野文書画像解析
DOI10.1109/ICDAR.2013.14
キーKunze2013_ICDARa (id=1363)
Best Paper Award Winner

要約

We introduce the Wordometer, a novel method to estimate the number of words a user reads using a mobile eye tracker and document image retrieval. We present a reading detection algorithm which works with over 91 % accuracy over 10 test subjects using 10-fold cross validation. We implement two algorithms to estimate the read words using a line break detector. A simple version gives an average error rate of 13,5 % for 9 users over 10 documents. A more sophisticated word count algorithm based on support vector regression with an RBF kernel reaches an average error rate from only 8.2 % (6.5 % if one test subject with abnormal behavior is excluded). The achieved error rates are comparable to pedometers that count our steps in our daily life. Thus, we believe the Wordometer can be used as a step counter for the information we read to make our knowledge life healthier.

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