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In this work, we introduce the BBC-Oxford British Sign Language (BOBSL)dataset, a large-scale video collection of British Sign Language (BSL). BOBSLis an extended and publicly released dataset based on the BSL-1K datasetintroduced in previous work. We describe the motivation for the dataset,together with statistics and available annotations. We conduct experiments toprovide baselines for the tasks of sign recognition, sign language alignment,and sign language translation. Finally, we describe several strengths andlimitations of the data from the perspectives of machine learning andlinguistics, note sources of bias present in the dataset, and discuss potentialapplications of BOBSL in the context of sign language technology. The datasetis available at https://www.robots.ox.ac.uk/~vgg/data/bobsl/.

BBC-Oxford British Sign Language Dataset