ISIHWD: A Database for Off-line Handwritten Word Recognition and Writer Identification

作者: Jija Das Gupta , Soumitra Samanta

DOI: 10.1109/ICAPR.2017.8593025

关键词: Handwriting recognitionFeature (machine learning)Word recognitionIdentification (information)Cashier's checkComputer scienceTest setConvolutional neural networkDatabaseWord (computer architecture)

摘要: This paper present a new handwritten English word database namely, ISIHWD for off-line recognition and writer identification. It is collection of 62 legal amount words used in Indian bank cheque written by 105 different writers. The consist 31124 split into training set 24924 test 6200 to provide common platform independent recognition. evaluated deep convolution neural network based feature with SVM classifier text dependent identification on single word. Average accuracy are achieved as 95.35% 85.70% respectively.

参考文章(23)
Andrea Vedaldi, Karel Lenc, MatConvNet: Convolutional Neural Networks for MATLAB acm multimedia. pp. 689- 692 ,(2015) , 10.1145/2733373.2807412
E. Cohen, J.J. Hull, S.N. Srihari, Control structure for interpreting handwritten addresses IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 16, pp. 1049- 1055 ,(1994) , 10.1109/34.329003
Jija Das Gupta, Bhabatosh Chanda, An Efficient Slope and Slant Correction Technique for Off-Line Handwritten Text Word international conference on emerging applications of information technology. pp. 204- 208 ,(2014) , 10.1109/EAIT.2014.19
Anis Mezghani, Slim Kanoun, Maher Khemakhem, Haikal El Abed, A Database for Arabic Handwritten Text Image Recognition and Writer Identification international conference on frontiers in handwriting recognition. pp. 399- 402 ,(2012) , 10.1109/ICFHR.2012.155
Sneha Singh, Tharun Kariveda, Jija Das Gupta, Kallol Bhattacharya, Handwritten words recognition for legal amounts of bank cheques in English script international conference on advances in pattern recognition. pp. 1- 5 ,(2015) , 10.1109/ICAPR.2015.7050716
Jija Das Gupta, Bhabatosh Chanda, Novel methods for slope and slant correction of off-line handwritten text word international conference on emerging applications of information technology. pp. 295- 298 ,(2012) , 10.1109/EAIT.2012.6407927
Florian Kleber, Stefan Fiel, Markus Diem, Robert Sablatnig, CVL-DataBase: An Off-Line Database for Writer Retrieval, Writer Identification and Word Spotting 2013 12th International Conference on Document Analysis and Recognition. pp. 560- 564 ,(2013) , 10.1109/ICDAR.2013.117
S.N. Srihari, High-performance reading machines Proceedings of the IEEE. ,vol. 80, pp. 1120- 1132 ,(1992) , 10.1109/5.156474