De-gan: A conditional generative adversarial network for document enhancement

MA Souibgui, Y Kessentini - IEEE Transactions on Pattern …, 2020 - ieeexplore.ieee.org
Documents often exhibit various forms of degradation, which make it hard to be read and
substantially deteriorate the performance of an OCR system. In this paper, we propose an …

Characteristic analysis of Otsu threshold and its applications

X Xu, S Xu, L Jin, E Song - Pattern recognition letters, 2011 - Elsevier
This paper proves that Otsu threshold is equal to the average of the mean levels of two
classes partitioned by this threshold. Therefore, when the within-class variances of two …

Robust document image binarization technique for degraded document images

B Su, S Lu, CL Tan - IEEE transactions on image processing, 2012 - ieeexplore.ieee.org
Segmentation of text from badly degraded document images is a very challenging task due
to the high inter/intra-variation between the document background and the foreground text of …

AdOtsu: An adaptive and parameterless generalization of Otsu's method for document image binarization

RF Moghaddam, M Cheriet - Pattern Recognition, 2012 - Elsevier
Adaptive binarization methods play a central role in document image processing. In this
work, an adaptive and parameterless generalization of Otsu's method is presented. The …

Adaptive fuzzy-K-means clustering algorithm for image segmentation

SN Sulaiman, NAM Isa - IEEE Transactions on Consumer …, 2010 - ieeexplore.ieee.org
Clustering algorithms have successfully been applied as a digital image segmentation
technique in various fields and applications. However, those clustering algorithms are only …

Water body mapping method with HJ-1A/B satellite imagery

S Lu, B Wu, N Yan, H Wang - … Journal of Applied Earth Observation and …, 2011 - Elsevier
This paper proposes an integrated water body mapping method with HJ-1A/B satellite
imagery, the CCD (charge coupled device) data of the Chinese environmental satellites that …

A new iterative triclass thresholding technique in image segmentation

H Cai, Z Yang, X Cao, W Xia… - IEEE transactions on image …, 2014 - ieeexplore.ieee.org
We present a new method in image segmentation that is based on Otsu's method but
iteratively searches for subregions of the image for segmentation, instead of treating the full …

Estimating surface water area changes using time-series Landsat data in the Qingjiang River Basin, China

Z Du, B Linghu, F Ling, W Li, W Tian… - Journal of Applied …, 2012 - spiedigitallibrary.org
The Qingjiang River Basin, which is 423 km long in the Hubei province, China, is the first
large tributary of the Yangtze River below the Three Gorges. The Qingjiang River Basin …

A multi-scale framework for adaptive binarization of degraded document images

RF Moghaddam, M Cheriet - Pattern Recognition, 2010 - Elsevier
In this work, a multi-scale binarization framework is introduced, which can be used along
with any adaptive threshold-based binarization method. This framework is able to improve …

A robust 2D Otsu's thresholding method in image segmentation

C Sha, J Hou, H Cui - Journal of Visual Communication and Image …, 2016 - Elsevier
Otsu's method is a classic thresholding approach in image segmentation. While the two-
dimensional (2D) Otsu's method performs better than the original one in segmenting images …