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Reporter: 資資資 P78991121 Yung-Chih Cheng ( 資資資 )

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Page 1: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 )

Page 2: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

Introduction Data Collection System Architecture Feature Extraction Recognition Methods Results and Discussion Conclusion

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Page 3: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

Character recognition is becoming more and more important in the modern world.

Handwritten recognition is not a new technology

Optical Character Recognition(OCR)› Automatic reading of optically sensor› Document text materials to translate

human-readable character to machine readable codes

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Page 4: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

Less work has been reported for the recognition of Indian Languages.› Complexity of the shape› Large set of different patterns

Propose a new elastic image matching technique based on an eigen-deformation› Offline isolated English uppercase handwritten

characters› Offline isolated handwritten character of

Devnagari

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Page 5: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

ETL6 standard database is used› Japanese Characters› English Capital letters [A-Z]› Digits [0-9]› .pgn file format› Image size: 64 x 63

Collect 500 data samples from different individuals of various professions for the experimetn.

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Page 6: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

Devnagari is the most popular script in Indian and the most popular Indian language Hindi is written an Devnagari script› National language of India› The third most popular language in the

world› 14 vowels and 33 consonants› Left to right

In this paper, considering 12 basic character

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Page 7: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

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Page 8: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

Preprocessing› Filtering› Morphological operation› Normalization

Segmentation Horizontal Segmentation Vertical Segmentation

Size Normalization

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Page 9: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

Elastic Matching

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Page 10: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

Properties of Elastic Matching(EM)› Anisotropic› Asymmetric

The distance between image T and R R is deformed by F for optimal matching T and R

› Symmetric Sum of two asymmetric distances is simplest and

gives result than individual asymmetric elastic matching tecnique

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Page 11: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

With Eigen-deformations(PCA)› Training Phase› Recognition Phase

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Page 12: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

Without Eigen-deformation

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Page 13: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

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Page 14: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

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Page 15: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

A elastic matching with PCA based system towards the recognition of off-line isolated uppercase English character and Devnagari handwritten character

Depend on the characteristics of the elastic matching emplyed to collect actual deformations

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Page 16: Reporter: 資訊所 P78991121 Yung-Chih Cheng ( 鄭詠之 ).  Introduction  Data Collection  System Architecture  Feature Extraction  Recognition Methods  Results

The distribution of the actual deformation is not isotropic and therefore can be approcimated by several principal axes.

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