INFRAESTRUCTURAS Y COMPUTACIÓN

Siham Tabik

Highly Cited Researcher

Universidad de Granada

Highly Cited Researcher en el año 2022

Publicaciones

Land use and land cover fraction estimation for Sentinel-2 RGB images: A new LULC mapping task

Remote Sensing Applications: Society and Environment

Bidirectional Recurrent Imputation and Abundance Estimation of LULC Classes With MODIS Multispectral Time-Series and Geo-Topographic and Climatic Data
AUTHORS: José Rodríguez-Ortega; Rohaifa Khaldi; Domingo Alcaraz-Segura; Siham Tabik

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Self-Supervised Learning on Small In-Domain Datasets Can Overcome Supervised Learning in Remote Sensing
AUTHORS: Andres J. Sanchez-Fernandez; Sergio Moreno-Álvarez; Juan Antonio Rico-Gallego; Siham Tabik

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Forest restoration is more than firing seeds from a drone
AUTHORS: Jorge Castro; Fernando Morales‐Rueda; Domingo Alcaraz‐Segura; Siham Tabik

Restoration Ecology

Classifying the content of social media images to support cultural ecosystem service assessments using deep learning models
AUTHORS: Ana Sofia Cardoso; Francesco Renna; Ricardo Moreno-Llorca; Domingo Alcaraz-Segura; Siham Tabik; Richard J. Ladle; Ana Sofia Vaz

Ecosystem Services

Climate legacies drive the distribution and future restoration potential of dryland forests
AUTHORS: Emilio Guirado; Manuel Delgado-Baquerizo; Jaime Martínez-Valderrama; Siham Tabik; Domingo Alcaraz-Segura; Fernando T. Maestre

Nature Plants

Sentinel2GlobalLULC: A Sentinel-2 RGB image tile dataset for global land use/cover mapping with deep learning
AUTHORS: Yassir Benhammou; Domingo Alcaraz-Segura; Emilio Guirado; Rohaifa Khaldi; Boujemâa Achchab; Francisco Herrera; Siham Tabik

Scientific Data

VPP: Visibility-Based Path Planning Heuristic for Monitoring Large Regions of Complex Terrain Using a UAV Onboard Camera
AUTHORS: Andres J. Sanchez-Fernandez; Luis F. Romero; Gerardo Bandera; Siham Tabik

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

A data relocation approach for terrain surface analysis on multi-GPU systems: a case study on the total viewshed problem
AUTHORS: A. J. Sanchez-Fernandez; L. F. Romero; G. Bandera; S. Tabik

International Journal of Geographical Information Science

CI-Dataset and DetDSCI Methodology for Detecting Too Small and Too Large Critical Infrastructures in Satellite Images: Airports and Electrical Substations as Case Study
AUTHORS: Francisco Perez-Hernandez; Jose Rodriguez-Ortega; Yassir Benhammou; Francisco Herrera; Siham Tabik

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Mask R-CNN and OBIA Fusion Improves the Segmentation of Scattered Vegetation in Very High-Resolution Optical Sensors
AUTHORS: Emilio Guirado; Javier Blanco-Sacristán; Emilio Rodríguez-Caballero; Siham Tabik; Domingo Alcaraz-Segura; Jaime Martínez-Valderrama; Javier Cabello

Sensors

Olive Tree Biovolume from UAV Multi-Resolution Image Segmentation with Mask R-CNN
AUTHORS: Anastasiia Safonova; Emilio Guirado; Yuriy Maglinets; Domingo Alcaraz-Segura; Siham Tabik

Sensors

Sentinel2GlobalLULC: A deep-learning-ready Sentinel-2 RGB image dataset for global land use/cover mapping
AUTHORS: Yassir Benhammou; Domingo Alcaraz-Segura; Emilio Guirado; Rohaifa Khaldi; Boujemâa Achchab; Francisco Herrera; Siham Tabik
Asynchronous Processing for Latent Fingerprint Identification on Heterogeneous CPU-GPU Systems
AUTHORS: Andres J. Sanchez-Fernandez; Luis F. Romero; Daniel Peralta; Miguel Angel Medina-Perez; Yvan Saeys; Francisco Herrera; Siham Tabik

IEEE Access

BreakHis based breast cancer automatic diagnosis using deep learning: Taxonomy, survey and insights
AUTHORS: Yassir Benhammou; Boujemâa Achchab; Francisco Herrera; Siham Tabik

Neurocomputing

COVIDGR Dataset and COVID-SDNet Methodology for Predicting COVID-19 Based on Chest X-Ray Images
AUTHORS: Tabik, S.; Gomez-Rios, A.; Martin-Rodriguez, J.L.; Sevillano-Garcia, I.; Rey-Area, M.; Charte, D.; Guirado, E.; Suarez, J.L.; Luengo, J.; Valero-Gonzalez, M.A.; Garcia-Villanova, P.; Olmedo-Sanchez, E.; Herrera, F.

IEEE Journal of Biomedical and Health Informatics

Deep learning in video multi-object tracking: A survey
AUTHORS: Gioele Ciaparrone; Francisco Luque Sánchez; Siham Tabik; Luigi Troiano; Roberto Tagliaferri; Francisco Herrera

Neurocomputing

MNIST-NET10: A heterogeneous deep networks fusion based on the degree of certainty to reach 0.1 error rate. Ensembles overview and proposal
AUTHORS: Tabik, Siham

Information Fusion

Tree Cover Estimation in Global Drylands from Space Using Deep Learning
AUTHORS: Emilio Guirado; Domingo Alcaraz-Segura; Javier Cabello; Sergio Puertas-Ruíz; Francisco Herrera; Siham Tabik

Remote Sensing

Detection of Fir Trees (Abies sibirica) Damaged by the Bark Beetle in Unmanned Aerial Vehicle Images with Deep Learning
AUTHORS: Anastasiia Safonova; Siham Tabik; Domingo Alcaraz-Segura; Alexey Rubtsov; Yurii Maglinets; Francisco Herrera

Remote Sensing

A First Step to Accelerating Fingerprint Matching Based on Deformable Minutiae Clustering
AUTHORS: Andres Jesus Sanchez; Luis Felipe Romero; Siham Tabik; Miguel Angel Medina-Pérez; Francisco Herrera
A tuning approach for iterative multiple 3d stencil pipeline on GPUs: Anisotropic Nonlinear Diffusion algorithm as case study
AUTHORS: S. Tabik; M. Peemen; L. F. Romero

The Journal of Supercomputing

A snapshot of image pre-processing for convolutional neural networks: case study of MNIST
Automatic Handgun Detection Alarm in Videos Using Deep Learning
Deep-learning Versus OBIA for Scattered Shrub Detection with Google Earth Imagery: Ziziphus Lotus as Case Study

Remote Sensing

Total 3D‐viewshed Map: Quantifying the Visible Volume in Digital Elevation Models
Demystifying the 16 × 16 thread-block for stencils on the GPU
AUTHORS: Tabik, S.; Peemen, M.; Guil, N.; Corporaal, H.

Concurrency Computation

Efficient data structure and highly scalable algorithm for total-viewshed computation
AUTHORS: Tabik, S.; Cervilla, A.R.; Zapata, E.; Romero, L.F.

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Siting multiple observers for maximum coverage: An accurate approach
AUTHORS: Cervilla, A.R.; Tabik, S.; Romero, L.F.

Procedia Computer Science

Anisotropic nonlinear diffusion for filtering 3D images on GPUs
AUTHORS: Tabik, S.; Murarasu, A.; Romero, L.F.

2014 IEEE International Conference on Cluster Computing, CLUSTER 2014

Performance evaluation of kernel fusion BLAS routines on the GPU: iterative solvers as case study
AUTHORS: Tabik, S.; Ortega, G.; Garzón, E.M.

Journal of Supercomputing

Numerical simulations of dynamics and emission from relativistic astrophysical jets
AUTHORS: Mimica, P.; Aloy, M.A.; Rueda-Becerril, J.M.; Tabik, S.; Aloy, C.

Journal of Physics: Conference Series

Optimal tilt and orientation maps: A multi-algorithm approach for heterogeneous multicore-GPU systems
AUTHORS: Tabik, S.; Villegas, A.; Zapata, E.L.; Romero, L.F.

Journal of Supercomputing

Simultaneous computation of total viewshed on large high resolution grids
AUTHORS: Tabik, S.; Zapata, E.L.; Romero, L.F.

International Journal of Geographical Information Science

A fast GIS-tool to compute the maximum solar energy on very large terrains
AUTHORS: Tabik, S.; Villegas, A.; Zapata, E.L.; Romero, L.F.

Procedia Computer Science

VLBI-resolution radio-map algorithms: Performance analysis of different levels of data-sharing on multi-socket, multi-core architectures
AUTHORS: Tabik, S.; Romero, L.F.; Mimica, P.; Plata, O.; Zapata, E.L.

Computer Physics Communications

High-performance three-horizon composition algorithm for large-scale terrains
AUTHORS: Tabik, S.; Romero, L.F.; Zapata, E.L.

International Journal of Geographical Information Science

Spectral evolution simulation on leading multi-socket, multicore platforms
AUTHORS: Tabik, S.; Mimica, P.; Plata, O.; Zapata, E.; Romero, L.F.

18th International Conference on High Performance Computing, HiPC 2011

Evaluating the consistency of the 1982-1999 NDVI trends in the Iberian Peninsula across four time-series derived from the AVHRR sensor: LTDR, GIMMS, FASIR, and PAL-II
AUTHORS: Alcaraz-Segura, D.; Liras, E.; Tabik, S.; Paruelo, J.; Cabello, J.

Sensors

Analytical modeling of pipeline parallelism
AUTHORS: Navarro, A.; Asenjo, R.; Tabik, S.; Caşcaval, C.

Parallel Architectures and Compilation Techniques - Conference Proceedings, PACT

Load balancing using work-stealing for pipeline parallelismin emerging applications
AUTHORS: Navarro, A.; Asenjo, R.; Tabik, S.; Caşcaval, C.

Proceedings of the International Conference on Supercomputing

Fast clear-sky solar irradiation computation for very large digital elevation models
AUTHORS: Romero, L.F.; Tabik, S.; Vías, J.M.; Zapata, E.L.

Computer Physics Communications

On a model of three-dimensional bursting and its parallel implementation
AUTHORS: Tabik, S.; Romero, L.F.; Garzón, E.M.; Ramos, J.I.

Computer Physics Communications

High performance noise reduction for biomedical multidimensional data
AUTHORS: Tabik, S.; Garzón, E.M.; García, I.; Fernández, J.J.

Digital Signal Processing: A Review Journal

Three-dimensional bursting and parallel computing
AUTHORS: Tabik, S.; Garzon, E.M.; Romero, L.F.; Ramos, J.I.

International Journal for Multiscale Computational Engineering

Multiprocessing of anisotropic nonlinear diffusion for filtering 3D images
AUTHORS: Tabik, S.; Garzón, E.M.; García, I.; Fernández, J.J.

Proceedings - 14th Euromicro International Conference on Parallel, Distributed, and Network-Based Processing, PDP 2006

Analysis of the interaction of electromagnetic signals with thin-wires structures. Multiprocessing issues for an iterative method
AUTHORS: Garzón, E.M.; Tabik, S.; Bretones, A.R.; García, I.

Lecture Notes in Computer Science

Multiprocessing of the time domain analysis of thin-wire antennas and scatterers
AUTHORS: Garzón, E.M.; Tabik, S.; García, I.; Bretones, A.R.

Proceedings - Euromicro Conference on Parellel, Distribeted and Network-based Proceeding