SpatialSense Benchmark is a dataset specializing in spatial relation recognition which captures a broad spectrum of such challenges, allowing for proper benchmarking of computer vision techniques.

Source: SpatialSense: An Adversarially Crowdsourced Benchmark for Spatial Relation Recognition

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