681 citations · 930 across the 16 of their papers we have counts for
18 papers
Exploring Social Media Image Categorization Using Large Models with Different Adaptation Methods: A Case Study on Cultural Nature's Contributions to People
Rohaifa Khaldi, Domingo Alcaraz-Segura, Ignacio Sánchez-Herrera +3
Social media images provide valuable insights for modeling, mapping, and understanding human interactions with natural and cultural heritage. However, categorizing these images int…
Individual mapping of large polymorphic shrubs in high mountains using satellite images and deep learning
Rohaifa Khaldi, Siham Tabik, Sergio Puertas-Ruiz +4
Monitoring the distribution and size of long-living large shrubs, such as junipers, is crucial for assessing the long-term impacts of global change on high-mountain ecosystems. Whi…
Bidirectional recurrent imputation and abundance estimation of LULC classes with MODIS multispectral time series and geo-topographic and climatic data
José Rodríguez-Ortega, Rohaifa Khaldi, Domingo Alcaraz-Segura +1
Remotely sensed data are dominated by mixed Land Use and Land Cover (LULC) types. Spectral unmixing (SU) is a key technique that disentangles mixed pixels into constituent LULC typ…
What is the best RNN-cell structure to forecast each time series behavior?
Rohaifa Khaldi, Abdellatif El Afia, Raddouane Chiheb +1
It is unquestionable that time series forecasting is of paramount importance in many fields. The most used machine learning models to address time series forecasting tasks are Recu…
MULTICAST: MULTI Confirmation-level Alarm SysTem based on CNN and LSTM to mitigate false alarms for handgun detection in video-surveillance
Roberto Olmos, Siham Tabik, Francisco Perez-Hernandez +2
Despite the constant advances in computer vision, integrating modern single-image detectors in real-time handgun alarm systems in video-surveillance is still debatable. Using such…
CI-dataset and DetDSCI methodology for detecting too small and too large critical infrastructures in satellite images: Airports and electrical substations as case study
Francisco Pérez-Hernández, José Rodríguez-Ortega, Yassir Benhammou +2
The detection of critical infrastructures in large territories represented by aerial and satellite images is of high importance in several fields such as in security, anomaly detec…