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Author Henry O. Velesaca and Juan A. Holgado-Terriza pdf  openurl
  Title OPC-UA in artificial intelligence: a systematic review of the integration of data mining and NLP in industrial processes Type Journal Article
  Year 2025 Publication Manufacturing Review Abbreviated Journal  
  Volume Vol. 12 Issue (up) Pages  
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  Notes Approved no  
  Call Number cidis @ cidis @ Serial 273  
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Author Luis E. Chuquimarca, Boris X. Vintimilla & Sergio A. Velastin pdf  openurl
  Title Assessing deep learning model robustness for banana ripeness classification under varying illumination conditions Type Journal Article
  Year 2025 Publication Smart Agricultural Technology Abbreviated Journal  
  Volume Vol. 12 Issue (up) Pages  
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  Notes Approved no  
  Call Number cidis @ cidis @ Serial 290  
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Author Armin Mehri, Parichehr Behjati, Dario Carpio, and Angel D. Sappa pdf  openurl
  Title Edge Craft Odyssey: Navigating Guided Super-Resolution with a Fast, Precise, and Lightweight Network Type Journal Article
  Year 2026 Publication Pattern Recognition Abbreviated Journal  
  Volume Vol.172, Part A Issue (up) Pages  
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  Notes Approved no  
  Call Number cidis @ cidis @ Serial 291  
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Author Leo Thomas Ramos & Angel D. Sappa pdf  openurl
  Title A Decade of You Only Look Once (YOLO) for Object Detection: A Review Type Journal Article
  Year 2025 Publication IEEE Access journal Abbreviated Journal  
  Volume 13 Issue (up) Pages 192747 - 192794  
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  ISSN 21693536 ISBN Medium  
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  Notes Approved no  
  Call Number cidis @ cidis @ Serial 294  
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Author Leo Ramos & Angel D. Sappa openurl 
  Title A Decade of You Only Look Once (YOLO) for Object Detection: A Review Type Journal Article
  Year Publication A Decade of You Only Look Once (YOLO) for Object Detection: A Review Abbreviated Journal  
  Volume Issue (up) Pages  
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  Notes Approved no  
  Call Number cidis @ cidis @ Serial 295  
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Author Ramos, Leo Thomas & Sappa, Angel D. pdf  openurl
  Title A comprehensive analysis of YOLO architectures for tomato leaf disease identification Type Journal Article
  Year 2025 Publication Scientific Reports Abbreviated Journal  
  Volume Vol. 15 Issue (up) 1 Pages  
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  Notes Approved no  
  Call Number cidis @ cidis @ Serial 289  
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Author Cristhian A. Aguilera, Cristhian Aguilera, Cristóbal A. Navarro, & Angel D. Sappa pdf  openurl
  Title Fast CNN Stereo Depth Estimation through Embedded GPU Devices Type Journal Article
  Year 2020 Publication Sensors 2020 Abbreviated Journal  
  Volume Vol. 2020-June Issue (up) 11 Pages pp. 1-13  
  Keywords stereo matching; deep learning; embedded GPU  
  Abstract Current CNN-based stereo depth estimation models can barely run under real-time

constraints on embedded graphic processing unit (GPU) devices. Moreover, state-of-the-art

evaluations usually do not consider model optimization techniques, being that it is unknown what is

the current potential on embedded GPU devices. In this work, we evaluate two state-of-the-art models

on three different embedded GPU devices, with and without optimization methods, presenting

performance results that illustrate the actual capabilities of embedded GPU devices for stereo depth

estimation. More importantly, based on our evaluation, we propose the use of a U-Net like architecture

for postprocessing the cost-volume, instead of a typical sequence of 3D convolutions, drastically

augmenting the runtime speed of current models. In our experiments, we achieve real-time inference

speed, in the range of 5–32 ms, for 1216  368 input stereo images on the Jetson TX2, Jetson Xavier,

and Jetson Nano embedded devices.
 
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  Series Volume Series Issue Edition  
  ISSN 14248220 ISBN Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number cidis @ cidis @ Serial 132  
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Author Jácome Galarza, Luis; Realpe, Miguel; Viñán-Ludeña, Marlon Santiago; Calderón, María Fernanda; Jaramillo, Silvia pdf  openurl
  Title AgriTransformer: A Transformer-Based Model with Attention Mechanisms for Enhanced Multimodal Crop Yield Prediction Type Journal Article
  Year 2025 Publication Electronics Abbreviated Journal  
  Volume Vol. 14 Issue (up) 12 Pages  
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  Notes Approved no  
  Call Number cidis @ cidis @ Serial 283  
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Author Ángel Morera, Ángel Sánchez, A. Belén Moreno, Angel D. Sappa, & José F. Vélez pdf  isbn
openurl 
  Title SSD vs. YOLO for Detection of Outdoor Urban Advertising Panels under Multiple Variabilities. Type Journal Article
  Year 2020 Publication Abbreviated Journal In Sensors  
  Volume Vol. 2020-August Issue (up) 16 Pages pp. 1-23  
  Keywords object detection; urban outdoor panels; one-stage detectors; Single Shot MultiBox Detector (SSD); You Only Look Once (YOLO); detection metrics; object and scene imaging variabilities  
  Abstract This work compares Single Shot MultiBox Detector (SSD) and You Only Look Once (YOLO)

deep neural networks for the outdoor advertisement panel detection problem by handling multiple

and combined variabilities in the scenes. Publicity panel detection in images o ers important

advantages both in the real world as well as in the virtual one. For example, applications like Google

Street View can be used for Internet publicity and when detecting these ads panels in images, it could

be possible to replace the publicity appearing inside the panels by another from a funding company.

In our experiments, both SSD and YOLO detectors have produced acceptable results under variable

sizes of panels, illumination conditions, viewing perspectives, partial occlusion of panels, complex

background and multiple panels in scenes. Due to the diculty of finding annotated images for the

considered problem, we created our own dataset for conducting the experiments. The major strength

of the SSD model was the almost elimination of False Positive (FP) cases, situation that is preferable

when the publicity contained inside the panel is analyzed after detecting them. On the other side,

YOLO produced better panel localization results detecting a higher number of True Positive (TP)

panels with a higher accuracy. Finally, a comparison of the two analyzed object detection models

with di erent types of semantic segmentation networks and using the same evaluation metrics is

also included.
 
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  Language English Summary Language English Original Title  
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  Series Volume Series Issue Edition  
  ISSN ISBN 14248220 Medium  
  Area Expedition Conference  
  Notes Approved no  
  Call Number cidis @ cidis @ Serial 133  
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Author Henry O. Velesaca, Juan A. Holgado-Terriza and Jose M. Gutierrez-Guerrero pdf  openurl
  Title Industrial Process Automation Through Machine Learning and OPC-UA: A Systematic Literature Review Type Journal Article
  Year 2025 Publication Electronics Abbreviated Journal  
  Volume Vol. 14 Issue (up) 18 Pages  
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  Area Expedition Conference  
  Notes Approved no  
  Call Number cidis @ cidis @ Serial 293  
Permanent link to this record
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