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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Broumandnia, A. Shanbehzadeh, J. Nourani, M. |
| Copyright Year | 2007 |
| Description | Author affiliation: lslamic Azad Univ.-Tehran South Branch, Tehran (Broumandnia, A.) |
| Abstract | This paper presents a novel holistic handwritten Farsi /Arabic word recognition scheme in situation where we face with word rotation and scale change. Image words features are extracted by exploiting rotation and scale invariance characteristics of M-Band packet wavelet transform performed on polar transform version of images of handwritten Farsi/Arabic words. The extracted features construct a feature vector for each word image. This vector is employed in recognition phase by finding the similar words based on the least Mahalanobis distance of feature vectors. This scheme is robust against rotation and scaling. Experimental results, obtained from testing different handwritten texts with various orientations and scales, show that proposed scheme outperforms Fourier-wavelet and Zernike moments algorithms. The robustness of new scheme has been tested with images corrupted by Gaussian noise and compared with similar schemes. Experimental results show that the accuracy of our algorithm reaches 95.8 percents. |
| Starting Page | 767 |
| Ending Page | 771 |
| File Size | 5532468 |
| Page Count | 5 |
| File Format | |
| ISBN | 1424410304 |
| DOI | 10.1109/AICCSA.2007.370719 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2007-05-13 |
| Publisher Place | Jordan |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Handwriting recognition Wavelet transforms Wavelet packets Feature extraction Text recognition Discrete wavelet transforms Character recognition Shape Wavelet coefficients Face recognition Wavelet Transform Pattern Recognition Farsi/Arabic Handwritings Recognition |
| Content Type | Text |
| Resource Type | Article |
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