Marouane Chirane is involved in research focused on advanced methods in image processing and deep learning. His work includes developing a two-stage approach for semantic image segmentation, particularly in the medical field, such as breast cancer detection in mammographic images. This approach integrates deep learning techniques to improve mass detection, enhancing diagnostic accuracy in medical imaging