Ana Paula Marques Ramos
Ph.D. Assistant Professor in the Department of Cartography · São Paulo State University (Unesp)
Research Interests
Develops research in the Geomatics area, focusing on Remote Sensing of Vegetation and Cartography. Has been involved in research focused on the application of Machine Learning (shallow and deep algorithms) in Remote Sensing data.
Biography
Ph.D. in Cartographic Sciences from the São Paulo State University (Unesp). Currently, she is an Assistant Professor at Unesp in the Department of Cartography. Her experience is regarding Geosciences, with an emphasis on Remote Sensing of Vegetation, and spatial analysis. Recently she started to develop applied research by integrating Geomatics (mainly Remote Sensing of Vegetation, and spatial analysis) and Machine Learning (shallow and deep learning) areas into environmental and precision agriculture issues studies. She is a CNPq Research Productivity Scholarship (2021-2024) in the area of Geosciences (PQ level -two).
Education
2011-04-01 to 2015-04-30 | Ph.D. (Cartographic Sciences Post-Graduation Program); 2009-03-01 to 2011-03-31 | Master (Cartographic Sciences Post-Graduation Program); 2004-03-01 to 2008-12-31 | Graduated Cartographic Engineer (Cartographic Engineering)
Recent Scopus Publications
- Deep learning on segmenting large and narrow rivers with aerial RGB imagery: A comparison of convolutional and Vision-Transformer networks
- Identification of Leucaena leucocephala in Urban Landscapes Using Street-Level Images and Deep Learning
- Mapping of urban tree canopy in high-resolution aerial imagery using deep neural networks
- Exploring the Segment Anything Model for Mapping Urban Tree Cover in Orbital Imagery
- A Machine Learning Framework for Classifying Thermal Stress in Bean Plants Using Hyperspectral Data
Links
- ORCID https://orcid.org/0000-0001-6633-2903
- Google Scholar https://scholar.google.com/citations?user=iA2gungAAAAJ
- Scopus https://www.scopus.com/authid/detail.uri?authorId=56198690100
- Personal Weblink https://www.fct.unesp.br/#!/departamentos/cartografia/