Here is the official directory of the paper Self-supervised Photographic Image Layout Representation Learning.
The link to the LODB dataset proposed in the paper is as follows GoogleDrive. More details of LODB can be found in corresponding chapter of paper.
The dataset divisions and the associated category tags used in the paper are all shared within the zip file, including the query-gallery partition used in paper.