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Author |
Patricia Suarez, Henry Velesaca, Dario Carpio, Angel Sappa, Patricia Urdiales, Francisca Burgos |

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Title  |
Deep Learning based Shrimp Classification |
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Conference Article |
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2022 |
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17th International Symposium on Visual Computing, San Diego, USA, Octubre 3-5. Lecture Notes in Computer Science (LNCS) |
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13598 LNCS |
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36-45 |
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Call Number |
cidis @ cidis @ |
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194 |
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Author |
Patricia L. Suarez; Angel D. Sappa; Boris X. Vintimilla; Riad I. Hammoud |

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Title  |
Deep Learning based Single Image Dehazing |
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Conference Article |
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Year |
2018 |
Publication |
14th IEEE Workshop on Perception Beyond the Visible Spectrum – In conjunction with CVPR 2018. Salt Lake City, Utah. USA |
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This paper proposes a novel approach to remove haze
degradations in RGB images using a stacked conditional
Generative Adversarial Network (GAN). It employs a triplet
of GAN to remove the haze on each color channel independently.
A multiple loss functions scheme, applied over a
conditional probabilistic model, is proposed. The proposed
GAN architecture learns to remove the haze, using as conditioned
entrance, the images with haze from which the clear
images will be obtained. Such formulation ensures a fast
model training convergence and a homogeneous model generalization.
Experiments showed that the proposed method
generates high-quality clear images. |
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gtsi @ user @ |
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83 |
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Author |
Boris Vintimilla, Jorge Vulgarin, Henry Velesaca |

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Title  |
Deep Learning-based Human Height Estimation from a Stereo Vision System |
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Conference Article |
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Year |
2023 |
Publication |
IEEE 13th International Conference on Pattern Recognition Systems (ICPRS) 2023, 4-7 julio 2023 |
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979-835033337-4 |
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Call Number |
cidis @ cidis @ |
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215 |
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Author |
Henry Velesaca, Boris Vintimilla, Jorge Vulgarin, Coen Antens & Alberto Rubio Pérez |


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Title  |
Deep Learning-based Multimodal Sensing Framework for AntiSpoofing Systems |
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2024 |
Publication |
Lecture Notes in Networks and Systems: 4th International Conference on Innovations in Computational Intelligence and Computer Vision (ICICV 2024) |
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Vol. 1116 LNNS |
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39-54 |
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23673370 |
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978-981976994-0 |
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Call Number |
cidis @ cidis @ |
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238 |
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Author |
Patricia L. Suárez, Angel D. Sappa and Boris X. Vintimilla |

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Title  |
Deep learning-based vegetation index estimation |
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Book Chapter |
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Year |
2021 |
Publication |
Generative Adversarial Networks for Image-to-Image Translation Book. |
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Chapter 9 |
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Issue 2 |
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205-232 |
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Call Number |
cidis @ cidis @ |
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137 |
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Author |
Xavier Soria, Angel Sappa, Patricio Humanante, Arash Akbarinia |


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Title  |
Dense extreme inception network for edge detection. |
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Journal Article |
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Year |
2023 |
Publication |
Pattern Recognition |
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Vol. 139 |
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00313203 |
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no |
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cidis @ cidis @ |
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216 |
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Author |
Xavier Soria; Edgar Riba; Angel D. Sappa |

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Title  |
Dense Extreme Inception Network: Towards a Robust CNN Model for Edge Detection |
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Conference Article |
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Year |
2020 |
Publication |
2020 IEEE Winter Conference on Applications of Computer Vision (WACV) |
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9093290 |
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1912-1921 |
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This paper proposes a Deep Learning based edge de- tector, which is inspired on both HED (Holistically-Nested Edge Detection) and Xception networks. The proposed ap- proach generates thin edge-maps that are plausible for hu- man eyes; it can be used in any edge detection task without previous training or fine tuning process. As a second contri- bution, a large dataset with carefully annotated edges, has been generated. This dataset has been used for training the proposed approach as well the state-of-the-art algorithms for comparisons. Quantitative and qualitative evaluations have been performed on different benchmarks showing im- provements with the proposed method when F-measure of ODS and OIS are considered. |
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978-172816553-0 |
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no |
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Call Number |
cidis @ cidis @ |
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126 |
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Author |
Patricia L. Suarez, Dario Carpio, Angel Sappa |

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Title  |
Depth Map Estimation from a Single 2D Image |
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Conference Article |
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Year |
2023 |
Publication |
17th International Conference On Signal Image Technology & Internet Based Systems, Bangkok, 8-10 November 2023 |
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347-353 |
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Call Number |
cidis @ cidis @ |
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226 |
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Author |
Patricia Suarez, Angel Sappa |


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Title  |
Depth-Conditioned Thermal-like Image Generation |
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Conference Article |
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Year |
2024 |
Publication |
14th International Conference on Pattern Recognition Systems (ICPRS) Londres 15 – 18 July 2024 |
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979-835037565-7 |
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cidis @ cidis @ |
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243 |
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Author |
Alex Ferrin; Julio Larrea; Miguel Realpe; Daniel Ochoa |

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Title  |
Detection of utility poles from noisy Point Cloud Data in Urban environments. |
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Conference Article |
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2018 |
Publication |
Artificial Intelligence and Cloud Computing Conference (AICCC 2018) |
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53-57 |
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In recent years 3D urban maps have become more common, thus providing complex point clouds that include diverse urban furniture such as pole-like objects. Utility poles detection in urban environment is of particular interest for electric utility companies in order to maintain an updated inventory for better planning and management. The present study develops an automatic method for the detection of utility poles from noisy point cloud data of Guayaquil – Ecuador, where many poles are located next to buildings, or houses are built until the border of the sidewalk getting very close to poles, which increases the difficulty of discriminating poles, walls, columns, fences and building corners. |
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gtsi @ user @ |
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94 |
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