Exposure Bracketing Techniques for Camera Document Image Enhancement
Capturing document images using digital cameras in uneven lighting conditions is challenging, leading to poorly captured images, which hinders the processing that follows, such as Optical Character Recognition (OCR). In this paper, we propose the use of exposure bracketing techniques to solve this p...
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doaj-e5f40ff7308548b9a9d7f5b0532b6af32020-11-25T01:23:42ZengMDPI AGApplied Sciences2076-34172019-10-01921452910.3390/app9214529app9214529Exposure Bracketing Techniques for Camera Document Image EnhancementTao Liu0Hao Liu1Yingying Wu2Bo Yin3Zhiqiang Wei4College of Information Science and Engineering, Ocean University of China, Qingdao 266000, ChinaCollege of Information Science and Engineering, Ocean University of China, Qingdao 266000, ChinaCollege of Information Science and Engineering, Ocean University of China, Qingdao 266000, ChinaCollege of Information Science and Engineering, Ocean University of China, Qingdao 266000, ChinaCollege of Information Science and Engineering, Ocean University of China, Qingdao 266000, ChinaCapturing document images using digital cameras in uneven lighting conditions is challenging, leading to poorly captured images, which hinders the processing that follows, such as Optical Character Recognition (OCR). In this paper, we propose the use of exposure bracketing techniques to solve this problem. Instead of capturing one image, we used several images that were captured with different exposure settings and used the exposure bracketing technique to generate a high-quality image that incorporates useful information from each image. We found that this technique can enhance image quality and provides an effective way of improving OCR accuracy. Our contributions in this paper are two-fold: (1) a preprocessing chain that uses exposure bracketing techniques for document images is discussed, and an automatic registration method is proposed to find the geometric disparity between multiple document images, which lays the foundation for exposure bracketing; (2) several representative exposure bracketing algorithms are incorporated in the processing chain and their performances are evaluated and compared.https://www.mdpi.com/2076-3417/9/21/4529tone mappingexposure fusiondocument image registrationoptical character recognition |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Tao Liu Hao Liu Yingying Wu Bo Yin Zhiqiang Wei |
spellingShingle |
Tao Liu Hao Liu Yingying Wu Bo Yin Zhiqiang Wei Exposure Bracketing Techniques for Camera Document Image Enhancement Applied Sciences tone mapping exposure fusion document image registration optical character recognition |
author_facet |
Tao Liu Hao Liu Yingying Wu Bo Yin Zhiqiang Wei |
author_sort |
Tao Liu |
title |
Exposure Bracketing Techniques for Camera Document Image Enhancement |
title_short |
Exposure Bracketing Techniques for Camera Document Image Enhancement |
title_full |
Exposure Bracketing Techniques for Camera Document Image Enhancement |
title_fullStr |
Exposure Bracketing Techniques for Camera Document Image Enhancement |
title_full_unstemmed |
Exposure Bracketing Techniques for Camera Document Image Enhancement |
title_sort |
exposure bracketing techniques for camera document image enhancement |
publisher |
MDPI AG |
series |
Applied Sciences |
issn |
2076-3417 |
publishDate |
2019-10-01 |
description |
Capturing document images using digital cameras in uneven lighting conditions is challenging, leading to poorly captured images, which hinders the processing that follows, such as Optical Character Recognition (OCR). In this paper, we propose the use of exposure bracketing techniques to solve this problem. Instead of capturing one image, we used several images that were captured with different exposure settings and used the exposure bracketing technique to generate a high-quality image that incorporates useful information from each image. We found that this technique can enhance image quality and provides an effective way of improving OCR accuracy. Our contributions in this paper are two-fold: (1) a preprocessing chain that uses exposure bracketing techniques for document images is discussed, and an automatic registration method is proposed to find the geometric disparity between multiple document images, which lays the foundation for exposure bracketing; (2) several representative exposure bracketing algorithms are incorporated in the processing chain and their performances are evaluated and compared. |
topic |
tone mapping exposure fusion document image registration optical character recognition |
url |
https://www.mdpi.com/2076-3417/9/21/4529 |
work_keys_str_mv |
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