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Author
Roberto Jacome Galarza
;
Miguel-Andrés Realpe-Robalino
;
Chamba-Eras LuisAntonio
;
Viñán-Ludeña MarlonSantiago and Sinche-Freire Javier-Francisco
Title
Computer vision for image understanding. A comprehensive review
Type
Conference Article
Year
2019
Publication
International Conference on Advances in Emerging Trends and Technologies (ICAETT 2019); Quito, Ecuador
Abbreviated Journal
Volume
Issue
Pages
248-259
Keywords
Abstract
Computer Vision has its own Turing test: Can a machine describe the contents of an image or a video in the way a human being would do? In this paper, the progress of Deep Learning for image recognition is analyzed in order to know the answer to this question. In recent years, Deep Learning has increased considerably the precision rate of many tasks related to computer vision. Many datasets of labeled images are now available online, which leads to pre-trained models for many computer vision applications. In this work, we gather information of the latest techniques to perform image understanding and description. As a conclusion we obtained that the combination of Natural Language Processing (using Recurrent Neural Networks and Long Short-Term Memory) plus Image Understanding (using Convolutional Neural Networks) could bring new types of powerful and useful applications in which the computer will be able to answer questions about the content of images and videos. In order to build datasets of labeled images, we need a lot of work and most of the datasets are built using crowd work. These new applications have the potential to increase the human machine interaction to new levels of usability and user’s satisfaction.
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Approved
no
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gtsi @ user @
Serial
97
Permanent link to this record
Author
Juan A. Carvajal
;
Dennis G. Romero
;
Angel D. Sappa
Title
Fine-tuning deep convolutional networks for lepidopterous genus recognition
Type
Journal Article
Year
2017
Publication
Lecture Notes in Computer Science
Abbreviated Journal
Volume
Vol. 10125 LNCS
Issue
Pages
pp. 467-475
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Approved
no
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gtsi @ user @
Serial
63
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Author
Cristhian A. Aguilera
;
Angel D. Sappa
;
Ricardo Toledo
Title
Cross-Spectral Local Descriptors via Quadruplet Network
Type
Journal Article
Year
2017
Publication
In Sensors Journal
Abbreviated Journal
Volume
Vol. 17
Issue
Pages
pp. 873
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Approved
no
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gtsi @ user @
Serial
64
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Author
Victor Santos
;
Angel D. Sappa
;
Miguel Oliveira
Title
Special Issue on Autonomous Driving an Driver Assistance Systems
Type
Journal Article
Year
2017
Publication
In Robotics and Autonomous Systems Journal
Abbreviated Journal
Volume
Vol. 91
Issue
Pages
pp. 208-209
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gtsi @ user @
Serial
65
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