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Listar por autor "Velasco Montero, Delia"
Mostrando ítems 1-11 de 11
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Artículo
A Pipelining-Based Heterogeneous Scheduling and Energy-Throughput Optimization Scheme for CNNs Leveraging Apache TVM
Velasco Montero, Delia; Goossens, Bart; Fernández Berni, Jorge; Rodríguez Vázquez, Ángel Benito; Philips, Wilfried (IEEE, 2023)Extracting information of interest from continuous video streams is a strongly demanded computer vision task. For the ...
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Tesis Doctoral
Contributions to the realization of DNN-based visual inference on embedded systems
Velasco Montero, Delia (2023-01-10)This thesis comprises a set of contributions to the state of the art of embedded computer vision systems. CNNs constitute ...
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Trabajo Fin de Máster
Design and implementation of a low-power low-cost smart embedded system for remote animal monitoring
Galvín Coronil, Víctor (2023)This Master’s thesis serves as the foundation for an innovative wildlife monitoring system, encompassing hardware design, ...
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Trabajo Fin de Máster
Extracción de características en imágenes de rayos X de cuadros
Velasco Montero, Delia (2016)El análisis de imágenes de placas de rayos X capturadas de pinturas de cuadros permite la caracterización del tipo de tela ...
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Artículo
Impact of thermal throttling on long-term visual inference in a cpu-based edge device
Benoit-Cattin, Théo; Velasco Montero, Delia; Fernández Berni, Jorge (Multidisciplinary Digital Publishing Institute (MDPI), 2020)Many application scenarios of edge visual inference, e.g., robotics or environmental monitoring, eventually require long ...
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Ponencia
On the Correlation of CNN Performance and Hardware Metrics for Visual Inference on a Low-Cost CPU-based Platform
Velasco Montero, Delia; Fernández Berni, Jorge; Carmona Galán, Ricardo; Rodríguez Vázquez, Ángel Benito (Institute of Electrical and Electronics Engineers, 2019)While providing the same functionality, the various Deep Learning software frameworks available these days do not provide ...
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Ponencia
On-The-Fly Deployment of Deep Neural Networks on Heterogeneous Hardware in a Low-Cost Smart Camera
Velasco Montero, Delia; Fernández Berni, Jorge; Carmona Galán, Ricardo; Rodríguez Vázquez, Ángel Benito (Association for Computing Machinery, 2018)This demo showcases a low-cost smart camera where different hardware configurations can be selected to perform image ...
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Artículo
Optimum Selection of DNN Model and Framework for Edge Inference
Velasco Montero, Delia; Fernández Berni, Jorge; Carmona Galán, Ricardo; Rodríguez Vázquez, Ángel Benito (IEEE, 2018)This paper describes a methodology to select the optimum combination of deep neuralnetwork and software framework for ...
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Artículo
Performance Analysis of Real-Time DNN Inference on Raspberry Pi
Velasco Montero, Delia; Fernández Berni, Jorge; Carmona Galán, Ricardo; Rodríguez Vázquez, Ángel Benito (SPIE, 2018)Deep Neural Networks (DNNs) have emerged as the reference processing architecture for the implementation of multiple ...
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Artículo
Performance assessment of deep learning frameworks through metrics of CPU hardware exploitation on an embedded platform
Velasco Montero, Delia; Fernández Berni, Jorge; Carmona Galán, Ricardo; Rodríguez Vázquez, Ángel Benito (J.J. Strossmayer University of Osijek, 2020)In this paper, we analyze heterogeneous performance exhibited by some popular deep learning software frameworks for visual ...
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Artículo
PreVIous: A Methodology for Prediction of Visual Inference Performance on IoT Devices
Velasco Montero, Delia; Fernández Berni, Jorge; Carmona Galán, Ricardo; Rodríguez Vázquez, Ángel Benito (Institute of Electrical and Electronics Engineers, 2020)This article presents PreVIous, a methodology to predict the performance of convolutional neural networks (CNNs) in terms ...