BON - Egocentric Vision Dataset for Office Activity Recognition

This document describes the details of the BON Egocentric vision dataset. BON denotes the initials of the locations where the dataset was collected; Barcelona (Spain); Oxford (UK); and Nairobi (Kenya). BON comprises first-person video, recorded when subjects were conducting common office activities. The preceding version of this dataset, FPV-O dataset has fewersubjects for only a single location (Barcelona). To develop a location agnostic framework, data from multiple locations and/or office settings is essential. Thus, BON comprises videos from an increased number of participants and office settings, resulting in a six-fold increase in the number of video segments, i.e., 2639 (BON) vs. 464 (FPV-O). In the follow up sections, we describe the details of the dataset, data collection, stratification across activities, duration, locations, and participants (genders)