Study at the National Centre for Computer Animation (NCCA) The NCCA is one of the most established and highly regarded centres for computer graphics and animation education and research. As one of ...

Data Pipeline – curate or annotate a balanced dataset (helmet / no‑helmet) and implement robust data loaders & augmentations. Modeling – establish a baseline detector (e.g. YOLOv8 or EfficientDet) and ...