DocumentCode :
1694904
Title :
A novel approach to a dynamic template generation algorithm for multiple-choice forms
Author :
Abdu, A.M. ; Mokji, M.M.
Author_Institution :
Dept. of Micro Electron. & Comput. Eng., Univ. Teknol. Malaysia, Skudai, Malaysia
fYear :
2012
Firstpage :
216
Lastpage :
221
Abstract :
Multiple-choice (MC) forms have become the dominant, fast, reliable and the easiest tools of assessment in learning environments such as schools. Present automatic grading systems for such forms, though fast and accurate are either rated as expensive due to materials and equipments they require for their operation or can only operate on a particular set of forms or papers. Part of the main reasons this is so is due to the inability of such systems to generate a template from an unknown form or another form produced by a similar system. As a novel step to creating a more dynamic and efficient automatic MC test grading system, we present in this paper a template generation algorithm capable of generating a template from any type of bubble MC test form. The empty sheet is first scanned into digital form and then normalized to a given size. To consistently remove non-relevant objects such as lines from the image, a unique combination of Hough transform (HT) and Region of interest (ROI) is proposed. Finally, the true answer regions are segmented using region processing by calculating their sizes and positions, this result in the final template. The preliminary results showed that the algorithm is dynamic with overall high precision accuracy even at low resolutions.
Keywords :
Hough transforms; computer aided instruction; image segmentation; Hough transform; automatic MC test grading system; dynamic template generation algorithm; learning environment assessment; multiple choice form; region of interest; region processing; region segmentation; Multiple-choice; non-relevant objects; template generation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control System, Computing and Engineering (ICCSCE), 2012 IEEE International Conference on
Conference_Location :
Penang
Print_ISBN :
978-1-4673-3142-5
Type :
conf
DOI :
10.1109/ICCSCE.2012.6487144
Filename :
6487144
Link To Document :
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