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CNN-BASED LUMINANCE AND COLOR CORRECTION FOR ILL-EXPOSED IMAGES

Abstract: 

Image restoration and image enhancement are critical image processing tasks since good image quality is mandatory for many image applications. We are particularly interested in the restoration of ill-exposed images. These effects are caused by sensor limitation or optical arrangement. They prevent the details of the scene from being adequately represented in the captured image. We proposed a deep neural network model due to the number of uncontrolled variables that impact the acquisition. The proposed network can converge in a representative model from the training data, loss, optimization and activation functions. The obtained results are evaluated using several image quality index which indicate that the proposed network is able to improve images damaged by heterogeneous exposure. Furthermore, our method offers a significant gain over the state-of-the-art methods both in simulated data and real data.

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Paper Details

Authors:
Cristiano Rafael Steffens, Valquiria Huttner, Lucas Ricardo Vieira Messias, Paulo Lilles Jorge Drews-Jr, Silvia Silva da Costa Botelho, Rodrigo da Silva Guerra
Submitted On:
20 September 2019 - 8:43pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Rodrigo da Silva Guerra​
Paper Code:
1412
Document Year:
2019
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[1] Cristiano Rafael Steffens, Valquiria Huttner, Lucas Ricardo Vieira Messias, Paulo Lilles Jorge Drews-Jr, Silvia Silva da Costa Botelho, Rodrigo da Silva Guerra, "CNN-BASED LUMINANCE AND COLOR CORRECTION FOR ILL-EXPOSED IMAGES", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4799. Accessed: Oct. 18, 2019.
@article{4799-19,
url = {http://sigport.org/4799},
author = {Cristiano Rafael Steffens; Valquiria Huttner; Lucas Ricardo Vieira Messias; Paulo Lilles Jorge Drews-Jr; Silvia Silva da Costa Botelho; Rodrigo da Silva Guerra },
publisher = {IEEE SigPort},
title = {CNN-BASED LUMINANCE AND COLOR CORRECTION FOR ILL-EXPOSED IMAGES},
year = {2019} }
TY - EJOUR
T1 - CNN-BASED LUMINANCE AND COLOR CORRECTION FOR ILL-EXPOSED IMAGES
AU - Cristiano Rafael Steffens; Valquiria Huttner; Lucas Ricardo Vieira Messias; Paulo Lilles Jorge Drews-Jr; Silvia Silva da Costa Botelho; Rodrigo da Silva Guerra
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4799
ER -
Cristiano Rafael Steffens, Valquiria Huttner, Lucas Ricardo Vieira Messias, Paulo Lilles Jorge Drews-Jr, Silvia Silva da Costa Botelho, Rodrigo da Silva Guerra. (2019). CNN-BASED LUMINANCE AND COLOR CORRECTION FOR ILL-EXPOSED IMAGES. IEEE SigPort. http://sigport.org/4799
Cristiano Rafael Steffens, Valquiria Huttner, Lucas Ricardo Vieira Messias, Paulo Lilles Jorge Drews-Jr, Silvia Silva da Costa Botelho, Rodrigo da Silva Guerra, 2019. CNN-BASED LUMINANCE AND COLOR CORRECTION FOR ILL-EXPOSED IMAGES. Available at: http://sigport.org/4799.
Cristiano Rafael Steffens, Valquiria Huttner, Lucas Ricardo Vieira Messias, Paulo Lilles Jorge Drews-Jr, Silvia Silva da Costa Botelho, Rodrigo da Silva Guerra. (2019). "CNN-BASED LUMINANCE AND COLOR CORRECTION FOR ILL-EXPOSED IMAGES." Web.
1. Cristiano Rafael Steffens, Valquiria Huttner, Lucas Ricardo Vieira Messias, Paulo Lilles Jorge Drews-Jr, Silvia Silva da Costa Botelho, Rodrigo da Silva Guerra. CNN-BASED LUMINANCE AND COLOR CORRECTION FOR ILL-EXPOSED IMAGES [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4799