Deep-learning based tree species mapping with UAV images
Instructors: Dr. Matheus Pinheiro Ferreira Description: This workshop introduces deep-learning methods for mapping tree species from ultra-high-resolution RGB UAV imagery. We will cover core CNN concepts and their use in individual crown delineation, semantic segmentation, and scene classification. A hands-on component in Python/Jupyter will demonstrate end-to-end pipelines—data preparation, model training, inference, and evaluation—using a public dataset of individual tree crowns (ITCs) and tropical forest UAV images. More details here.