Baselines and a datasheet for the Cerema AWP dataset
This work offers a controlled and annotated image dataset for pedestrian detection in adverse weather, but it is incremental as it focuses on dataset presentation and standardization.
The paper introduces the Cerema AWP dataset for machine learning tasks, providing baseline results and a datasheet for transparency, but does not report specific numerical outcomes.
This paper presents the recently published Cerema AWP (Adverse Weather Pedestrian) dataset for various machine learning tasks and its exports in machine learning friendly format. We explain why this dataset can be interesting (mainly because it is a greatly controlled and fully annotated image dataset) and present baseline results for various tasks. Moreover, we decided to follow the very recent suggestions of datasheets for dataset, trying to standardize all the available information of the dataset, with a transparency objective.