Title :
Computer vision-based mathematics learning enhancement for children with visual impairments
Author :
Chenyang Zhang ; Shabbir, M. ; Stylianou, D. ; YingLi Tian
Author_Institution :
Dept. of Electr. Eng., City Coll. of New York, New York, NY, USA
Abstract :
Children with visual impairments face disproportionate challenges in learning mathematics. In this paper, we explore how to apply computer vision techniques to enhance mathematics learning by fusion of multisensory information for children with visually impairments. The multisensory information includes visual and audio information. Our research focuses on the mathematics education for children with visual impairments in early ages (Kindergarten - Grade 3) by using arithmetic racks. A computer vision-based algorithm is developed to detect the numbers and positions of arithmetic rack beads and the detection results are then provided to students with visual impairments as speech guidance. Preliminary results demonstrate the effectiveness and efficiency of the proposed method for detecting the number, color, position, and moving directions of the arithmetic rack beads under different situations.
Keywords :
audio signal processing; computer aided instruction; computer vision; handicapped aids; image colour analysis; image fusion; image motion analysis; mathematics computing; object detection; arithmetic rack bead color detection; arithmetic rack bead moving direction detection; arithmetic rack bead number detection; arithmetic rack bead position detection; audio information; computer vision-based mathematics learning enhancement; multisensory information fusion; number detection; speech guidance; visual impaired children; visual information; Calibration; Cameras; Color; Image color analysis; Mathematics; Synchronization; Visualization; Children with Visual Impairement; Computer Vision; Math Learning; Math Learning Enhauncement;
Conference_Titel :
Bioinformatics and Biomedicine Workshops (BIBMW), 2012 IEEE International Conference on
Conference_Location :
Philadelphia, PA
Print_ISBN :
978-1-4673-2746-6
Electronic_ISBN :
978-1-4673-2744-2
DOI :
10.1109/BIBMW.2012.6470236