Document Image Analysis [electronic resource] : Current Trends and Challenges in Graphics Recognition / by K.C. Santosh.
Materialtyp:
TextUtgivningsuppgift: Singapore : Springer Nature Singapore : Imprint: Springer, 2018Utgåva: 1st ed. 2018Beskrivning: XX, 174 p. 70 illus., 46 illus. in color. online resourceInnehållstyp: - text
- computer
- online resource
- 9789811323393
- 006.4 23
- Q337.5
- TK7882.P3
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.
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.
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