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A novel approach based on fusion of three neural experts for handwriting recognition

หน่วยงาน Central Queensland University, Australia

รายละเอียด

ชื่อเรื่อง : A novel approach based on fusion of three neural experts for handwriting recognition
นักวิจัย : Lee, Hong. , Verma, Brijesh. , Park, Minyeop.
คำค้น : Writing , Applied research. , 890202 Application Tools and System Utilities. , 080108 Neural, Evolutionary and Fuzzy Computation. , 080109 Pattern Recognition and Data Mining. , Pattern recognition systems. , Neural networks (Computer systems) , Neural networks -- Neural classifier -- Handwriting recognition
หน่วยงาน : Central Queensland University, Australia
ผู้ร่วมงาน : -
ปีพิมพ์ : 2553
อ้างอิง : http://hdl.cqu.edu.au/10018/55776
ที่มา : Lee, H, Verma, B & Park, M 2010, 'A novel approach based on fusion of three neural experts for handwriting recognition', Australian Journal of Intelligent Information Processing Systems, vol. 12, no. 3, pp. 25-30.
ความเชี่ยวชาญ : -
ความสัมพันธ์ : Australian journal of intelligent information processing systems. Australia : Australian National University, 2010. Vol. 12, no. 3, p. 25-30 6 pages Refereed 1321-2133 , ACQUIRE [electronic resource] : Central Queensland University Institutional Repository.
ขอบเขตของเนื้อหา : -
บทคัดย่อ/คำอธิบาย :

This paper presents a novel approach based on fusion of three neural experts for handwriting recognition. The first expert provides a heuristic based binary segmentation of the handwritten word, and passes the best segmentation hypotheses to the second expert. The second expert is a neural character classifier for classifying each segment into a character representation. The outcomes are fed into the third expert, which is a neural word recognizer. The word recognizer is responsible for matching the given sequential characters to one of the words in the lexicon. The preliminary experiments were performed on CEDAR benchmark database. The performance of the proposed approach was measured using the segmentation accuracy, the character classification accuracy and the word recognition accuracy. The experimental results show an improvement in segmentation, character and word recognition accuracies compared to the published results.

บรรณานุกรม :
Lee, Hong. , Verma, Brijesh. , Park, Minyeop. . (2553). A novel approach based on fusion of three neural experts for handwriting recognition.
    กรุงเทพมหานคร : Central Queensland University, Australia.
Lee, Hong. , Verma, Brijesh. , Park, Minyeop. . 2553. "A novel approach based on fusion of three neural experts for handwriting recognition".
    กรุงเทพมหานคร : Central Queensland University, Australia.
Lee, Hong. , Verma, Brijesh. , Park, Minyeop. . "A novel approach based on fusion of three neural experts for handwriting recognition."
    กรุงเทพมหานคร : Central Queensland University, Australia, 2553. Print.
Lee, Hong. , Verma, Brijesh. , Park, Minyeop. . A novel approach based on fusion of three neural experts for handwriting recognition. กรุงเทพมหานคร : Central Queensland University, Australia; 2553.