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MULTICAST: MULTI Confirmation-level Alarm SysTem based on CNN and LSTM to mitigate false alarms for handgun detection in video-surveillance

May 03, 2021
Roberto Olmos, Siham Tabik, Francisco Perez-Hernandez, Alberto Lamas, Francisco Herrera

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EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use case

Apr 24, 2021
Natalia DĂ­az-RodrĂ­guez, Alberto Lamas, Jules Sanchez, Gianni Franchi, Ivan Donadello, Siham Tabik, David Filliat, Policarpo Cruz, Rosana Montes, Francisco Herrera

* Under review 

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Lights and Shadows in Evolutionary Deep Learning: Taxonomy, Critical Methodological Analysis, Cases of Study, Learned Lessons, Recommendations and Challenges

Aug 09, 2020
Aritz D. Martinez, Javier Del Ser, Esther Villar-Rodriguez, Eneko Osaba, Javier Poyatos, Siham Tabik, Daniel Molina, Francisco Herrera

* 64 pages, 18 figures, under review for its consideration in Information Fusion journal 

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FuCiTNet: Improving the generalization of deep learning networks by the fusion of learned class-inherent transformations

May 17, 2020
Manuel Rey-Area, Emilio Guirado, Siham Tabik, Javier Ruiz-Hidalgo

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Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI

Oct 22, 2019
Alejandro Barredo Arrieta, Natalia DĂ­az-RodrĂ­guez, Javier Del Ser, Adrien Bennetot, Siham Tabik, Alberto Barbado, Salvador GarcĂ­a, Sergio Gil-LĂłpez, Daniel Molina, Richard Benjamins, Raja Chatila, Francisco Herrera

* 67 pages, 13 figures, under review in the Information Fusion journal 

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Deep Learning in Video Multi-Object Tracking: A Survey

Jul 31, 2019
Gioele Ciaparrone, Francisco Luque Sánchez, Siham Tabik, Luigi Troiano, Roberto Tagliaferri, Francisco Herrera

* New in v2: corrected typos and various minor mistakes. Submitted to Neurocomputing. Main text: 25 pages, 5 figures, 6 tables. Summary table in appendix at the end of the paper 

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Towards Highly Accurate Coral Texture Images Classification Using Deep Convolutional Neural Networks and Data Augmentation

Mar 27, 2018
Anabel Gómez-Ríos, Siham Tabik, Julián Luengo, ASM Shihavuddin, Bartosz Krawczyk, Francisco Herrera

* 22 pages, 10 figures 

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Deep-Learning Convolutional Neural Networks for scattered shrub detection with Google Earth Imagery

Jun 03, 2017
Emilio Guirado, Siham Tabik, Domingo Alcaraz-Segura, Javier Cabello, Francisco Herrera

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Automatic Handgun Detection Alarm in Videos Using Deep Learning

Feb 16, 2017
Roberto Olmos, Siham Tabik, Francisco Herrera

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