529 citations · 741 across the 3 of their papers we have counts for
4 papers
Enhancing Object Detection for Autonomous Driving by Optimizing Anchor Generation and Addressing Class Imbalance
Manuel Carranza-García, Pedro Lara-Benítez, Jorge García-Gutiérrez +1
Object detection has been one of the most active topics in computer vision for the past years. Recent works have mainly focused on pushing the state-of-the-art in the general-purpo…
An Experimental Review on Deep Learning Architectures for Time Series Forecasting
Pedro Lara-Benítez, Manuel Carranza-García, José C. Riquelme
In recent years, deep learning techniques have outperformed traditional models in many machine learning tasks. Deep neural networks have successfully been applied to address time s…
Coronavirus Optimization Algorithm: A bioinspired metaheuristic based on the COVID-19 propagation model
F. Martínez-Álvarez, G. Asencio-Cortés, J. F. Torres +6
A novel bioinspired metaheuristic is proposed in this work, simulating how the coronavirus spreads and infects healthy people. From an initial individual (the patient zero), the co…
On the performance of deep learning models for time series classification in streaming
Pedro Lara-Benítez, Manuel Carranza-García, Francisco Martínez-Álvarez +1
Processing data streams arriving at high speed requires the development of models that can provide fast and accurate predictions. Although deep neural networks are the state-of-the…