Graph-based Keyword Spotting (Series In Machine Perception And Artificial Intelligence Book 86)

Author: Michael Stauffer

Format: Kindle eBook

Number Of Pages: 360

Release Date: 24-07-2019

Languages: English

Binding: Kindle Edition

Details:

Keyword Spotting (KWS) has been proposed as a flexible and more error-tolerant alternative to full transcriptions. In most cases, it allows to retrieve arbitrary query words in handwritten historical document.

This comprehensive compendium gives a self-contained preamble and visually attractive description to the field of graph-based KWS. The volume highlights a profound insight into each step of the whole KWS pipeline, viz. image preprocessing, graph representation and graph matching.

Written by two world-renowned co-authors, this unique title combines two very current research fields of graph-based pattern recognition and document analysis. The book serves as an attractive teaching material for graduate students, as well as a useful reference text for professionals, academics and researchers.

Contents:

• Introduction
• Related Work
• Datasets
• Graph Representations
• Graph Matching
• Graph-Based Keyword Spotting
• Experiments
• Conclusion & Future Work
• Appendices:
  • Visualisation of Graph Representations
  • Optimisation of the Parameters
  • Ensemble Methods

Readership: Professionals, academics, researchers and graduate students in pattern recognition, AI, and databases.