OceanEye is an open source video processing application aimed to streamline the workflow of annotating video data. With the proper machine learning model, OceanEye can detect and classify object occurrences within videos or images, reducing the time a user may take if they were to annotate the same data by hand. The user is able to add, edit, and delete annotations on the data being analyzed and they are able to export the annotation data in a variety of data formats, one of which can be used to further their own model's capabilities. OceanEye was made possible by the UVic undergraduate students on the OceanEye team.