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Visual relationships have a long tail (left) of infrequent relationships. Current models [49,54] only focus on the top 50 relationships (middle) in the Visual Genome dataset, which all have thousands of labeled instances. This ignores more than 98% of the relationships with few labeled instances (right, top/table).
