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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Jing Zhang Kasturi, R. |
| Copyright Year | 1992 |
| Abstract | We propose a novel method by using three new character features to detect text objects comprising two or more isolated characters in images and videos. A new text model is constructed to describe text objects. Each character is a part in the model and every two neighboring characters are connected by a link. Two characters and the link connecting them are defined as a text unit. For every candidate part, we compute character energy based on our observation that each character stroke forms two edges with high similarities in length, curvature, and orientation. For every candidate link, we compute link energy based on the similarities in color, size, stroke width, and spacing between characters that are aligned along a particular direction. For every candidate text unit, we combine character and link energies to compute text unit energy which measures the likelihood that the candidate is a text object. We evaluated the performance of the proposed method on ICDAR 2003/2005 data set, Microsoft Street view data set, and video analysis and content exploitation video data set. The experimental results demonstrate that our method can capture the inherent properties of characters and discriminate text from other objects effectively. |
| Sponsorship | IEEE Signal Processing Society |
| Starting Page | 4187 |
| Ending Page | 4198 |
| Page Count | 12 |
| File Size | 3914895 |
| File Format | |
| ISSN | 10577149 |
| Volume Number | 23 |
| Issue Number | 9 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2014-01-01 |
| Publisher Place | U.S.A. |
| Access Restriction | One Nation One Subscription (ONOS) |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Image edge detection Noise Videos Computational modeling Image color analysis Feature extraction Vectors content based information retrieval Text extraction video indexing image tags |
| Content Type | Text |
| Resource Type | Article |
| Subject | Computer Graphics and Computer-Aided Design Software |
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