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Author
Patricia L. Suarez
;
Angel D. Sappa
;
Boris X. Vintimilla
Title
Cross-spectral image dehaze through a dense stacked conditional GAN based approach.
Type
Conference Article
Year
2018
Publication
14th IEEE International Conference on Signal Image Technology & Internet based Systems (SITIS 2018)
Abbreviated Journal
Volume
Issue
Pages
358-364
Keywords
Abstract
This paper proposes a novel approach to remove haze from RGB images using a near infrared images based on a dense stacked conditional Generative Adversarial Network (CGAN). The architecture of the deep network implemented receives, besides the images with haze, its corresponding image in the near infrared spectrum, which serve to accelerate the learning process of the details of the characteristics of the images. The model uses a triplet layer that allows the independence learning of each channel of the visible spectrum image to remove the haze on each color channel separately. A multiple loss function scheme is proposed, which ensures balanced learning between the colors and the structure of the images. Experimental results have shown that the proposed method effectively removes the haze from the images. Additionally, the proposed approach is compared with a state of the art approach showing better results.
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no
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gtsi @ user @
Serial
92
Permanent link to this record
Author
Patricia L. Suarez
;
Angel D. Sappa
;
Boris X. Vintimilla
Title
Cross-spectral Image Patch Similarity using Convolutional Neural Network
Type
Conference Article
Year
2017
Publication
2017 IEEE International Workshop of Electronics, Control, Measurement, Signals and their application to Mechatronics (ECMSM)
Abbreviated Journal
Volume
Issue
Pages
1-5
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Notes
Approved
no
Call Number
cidis @ cidis @
Serial
57
Permanent link to this record
Author
Patricia L. Suarez
;
Angel D. Sappa
;
Boris X. Vintimilla
Title
Learning to Colorize Infrared Images
Type
Conference Article
Year
2017
Publication
15th International Conference on Practical Applications of Agents and Multi-Agent Systems
Abbreviated Journal
Volume
Issue
Pages
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Address
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Language
Summary Language
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Series Editor
Series Title
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Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
Approved
no
Call Number
cidis @ cidis @
Serial
58
Permanent link to this record
Author
Patricia L. Suarez
;
Angel D. Sappa
;
Boris X. Vintimilla
Title
Infrared Image Colorization based on a Triplet DCGAN Architecture.
Type
Conference Article
Year
2017
Publication
13th IEEE Workshop on Perception Beyond the Visible Spectrum – In conjunction with CVPR 2017. (This paper has been selected as “Best Paper Award” )
Abbreviated Journal
Volume
2017-July
Issue
Pages
212-217
Keywords
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Series Volume
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Notes
Approved
no
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cidis @ cidis @
Serial
62
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