JOURNAL ARTICLE

Region Graph Based Text Extraction from Outdoor Images

Abstract

A graph-based texts extraction scheme using region similarities is proposed. In graph-based text extraction method, region graph is generated based on the extracted character element regions from edge images. The edge weights of the graph are defined by their representative colors, positions, area sizes and aspect ratios of their bounding boxes. The MST is obtained from the graph, since sets of similar regions are the most significant factors in texts extraction techniques. Then, texts blocks with small edge weights are obtained from the MST. Finally, texts regions which satisfy texts conditions are extracted from these subsets. The proposed method extracts texts under complex shadows and low contrast images.

Keywords:
Computer science Graph Artificial intelligence Extraction (chemistry) Computer vision Theoretical computer science

Metrics

31
Cited By
0.85
FWCI (Field Weighted Citation Impact)
13
Refs
0.77
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Handwritten Text Recognition Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Web Data Mining and Analysis
Physical Sciences →  Computer Science →  Information Systems

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