JOURNAL ARTICLE

Geometric Rectification of Camera-Captured Document Images

Jian LiangDaniel DeMenthonDavid Doermann

Year: 2008 Journal:   IEEE Transactions on Pattern Analysis and Machine Intelligence Vol: 30 (4)Pages: 591-605   Publisher: IEEE Computer Society

Abstract

Compared to typical scanners, handheld cameras offer convenient, flexible, portable, and non-contact image capture, which enables many new applications and breathes new life into existing ones. However, camera-captured documents may suffer from distortions caused by non-planar document shape and perspective projection, which lead to failure of current OCR technologies. We present a geometric rectification framework for restoring the frontal-flat view of a document from a single camera-captured image. Our approach estimates 3D document shape from texture flow information obtained directly from the image without requiring additional 3D/metric data or prior camera calibration. Our framework provides a unified solution for both planar and curved documents and can be applied in many, especially mobile, camera-based document analysis applications. Experiments show that our method produces results that are significantly more OCR compatible than the original images.

Keywords:
Computer vision Artificial intelligence Computer science Image rectification Camera resectioning Computer graphics (images) Mobile device Projection (relational algebra) Perspective (graphical) Planar Metric (unit) Rectification Structured-light 3D scanner Scanner

Metrics

165
Cited By
7.07
FWCI (Field Weighted Citation Impact)
36
Refs
0.98
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 Processing and 3D Reconstruction
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
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