Title :
The automatic Thai basketry detection and recognition on the local wisdom video
Author :
Sibunruang, Chumsak ; Polpinij, Jantima ; Vichianchai, Vuttichai ; Saengpredit, Satith ; Laopracha, Natthariya
Author_Institution :
Intellect Lab., Mahasarakham Univ., Mahasarakham, Thailand
Abstract :
To retrieve the videos having content relating to Local Thai basketry, creating video´s indexes is vital because indexes allow users to more quickly find video for specific individuals. In this work, it aims to propose a novel methodology of video indexing. The proposed methodology consists of two main processing stages. The first stage is to capture video frames having the Thai basketry, and then classify them into many individual groups, because local Thai basketry can be classified into many types depending on its usability and pattern. This stage is driven on using color and texture, which are processed through the Artificial Neural networks (ANNs). The second stage is to recognize the basketry shape by chain code and template matching analysis on the object´s shape in order to use them as video indexing. Finally, the proposed methodology is experimented on 41 local wisdom videos having 76 shorts and 4,196 frames. After testing by recall, precision, and F-measure, they show the satisfactory results for recall, precision, and F-measure as 78.64%, 83.88%, and 81.18%, respectively.
Keywords :
image classification; image colour analysis; image matching; image texture; indexing; neural nets; object detection; object recognition; video retrieval; ANN; F-measure; Thai basketry detection; Thai basketry recognition; artificial neural networks; basketry shape recognition; chain code; local wisdom video; precision measure; recall measure; template matching analysis; video classification; video frame capture; video indexing methodology; video retrieval; Computers; Data engineering; Educational institutions; Informatics; Knowledge management; basketry detection; basketry recognition; local wisdom video analysis; video indexing;
Conference_Titel :
Informatics and Systems (INFOS), 2014 9th International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-977-403-689-7
DOI :
10.1109/INFOS.2014.7036707