Online handwriting recognition for chemical expressions
Currently, handwriting-based mobile phones, PDAs and computers are very common. Handwriting input provides users an efficient and natural input method. Many handwriting recognition techniques have been proposed in recent years. However, recognizing chemical expressions is still a challenging work. T...
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Format: | Final Year Project |
Language: | English |
Published: |
2011
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Online Access: | http://hdl.handle.net/10356/43928 |
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Institution: | Nanyang Technological University |
Language: | English |
Summary: | Currently, handwriting-based mobile phones, PDAs and computers are very common. Handwriting input provides users an efficient and natural input method. Many handwriting recognition techniques have been proposed in recent years. However, recognizing chemical expressions is still a challenging work. Therefore, this project aims to design an online handwritten chemical expression recognition system.
There are two processes for chemical expression recognition. The first process is to identify individual chemical symbols, namely Chemical Symbol Recognition. In order to improve recognition accuracy, this project adopts a Support Vector Machine – Elastic Matching hybrid approach. The second process is to analyze the structure of the chemical expression, namely Chemical Structural Analysis. There are mainly two steps in Structural Analysis, which are Related Symbol Identification and Symbol Relationship Identification. The recognized symbol will be stored in a Chemical Expression Tree based on the result of Structural Analysis. The Chemical Expression Tree can be converted into an ASCII string for displaying the recognition result to the user.
This report discusses the proposed approaches for Chemical Symbol Recognition and Chemical Structural Analysis. The performance of the proposed approaches is also evaluated and given. In addition, the future directions for further work are also discussed. |
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