Document Image Analysis
Current Trends and Challenges in Graphics Recognition
Seiten
2018
|
Softcover reprint of the original 1st ed. 2018
Springer Verlag, Singapore
978-981-13-4769-6 (ISBN)
Springer Verlag, Singapore
978-981-13-4769-6 (ISBN)
The book focuses on one of the key issues in document image processing – graphical symbol recognition, which is a sub-field of the larger research domain of pattern recognition. It covers several approaches: statistical, structural and syntactic, and discusses their merits and demerits considering the context. Through comprehensive experiments, it also explores whether these approaches can be combined.
The book presents research problems, state-of-the-art methods that convey basic steps as well as prominent techniques, evaluation metrics and protocols, and research standpoints/directions that are associated with it. However, it is not limited to straightforward isolated graphics (visual patterns) recognition; it also addresses complex and composite graphical symbols recognition, which is motivated by real-world industrial problems.
The book presents research problems, state-of-the-art methods that convey basic steps as well as prominent techniques, evaluation metrics and protocols, and research standpoints/directions that are associated with it. However, it is not limited to straightforward isolated graphics (visual patterns) recognition; it also addresses complex and composite graphical symbols recognition, which is motivated by real-world industrial problems.
Chapter 1. Document Image Processing: Graphics Recognition.- Chapter 2. Graphical Symbol Recognition Systems, Applications and Validation.- Chapter 3. Statistical Approaches.- Chapter 4. Structural and Syntactic Approaches.- Chapter 5. Hybrid Approaches.- Chapter 6. Challenges.
| Erscheint lt. Verlag | 16.12.2018 |
|---|---|
| Zusatzinfo | 46 Illustrations, color; 24 Illustrations, black and white; XX, 174 p. 70 illus., 46 illus. in color. |
| Verlagsort | Singapore |
| Sprache | englisch |
| Maße | 155 x 235 mm |
| Themenwelt | Informatik ► Grafik / Design ► Digitale Bildverarbeitung |
| Mathematik / Informatik ► Informatik ► Software Entwicklung | |
| Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik | |
| Schlagworte | Artificial Intelligence • computer vision • Document Image Processing • Graphics Recognition • pattern recognition |
| ISBN-10 | 981-13-4769-7 / 9811347697 |
| ISBN-13 | 978-981-13-4769-6 / 9789811347696 |
| Zustand | Neuware |
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