Abstract: Highlights•Dataset of 4712 artworks annotated with 38116 labelled object instances from 139 categories.•First dataset of smell-related objects in artworks.•Challenging dataset in terms of occlusion, object sizes, and spatial object distribution.•Extensive performance analysis of common object detection algorithms.
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