DGAZE Dataset for Driver Gaze Mapping on Road

DGAZE is a new dataset for mapping the drivers gaze onto the road. Currently, driver gaze datasets are collected using eye-tracking hardware which are expensive and cumbersome, and thus unsuited for use during testing. Thus, our dataset is designed so that no costly equipment is required during test time. Models trained using our dataset requires only a dashboard-mounted mobile phone during deployment, as our data is collected using mobile phones. We collect the data in a lab setting with a video of a road projected in front of the driver. We overcome the limitation of not using eye trackers by annotating points on the road video and asking the drivers to look at them. For more details, please refer to our paper.