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The First Perception Test challenge was held as a half-day workshop alongsidethe IEEE/CVF International Conference on Computer Vision (ICCV) 2023, with thegoal of benchmarking state-of-the-art video models on the recently proposedPerception Test benchmark. The challenge had six tracks covering low-level andhigh-level tasks, with both a language and non-language interface, acrossvideo, audio, and text modalities, and covering: object tracking, pointtracking, temporal action localisation, temporal sound localisation,multiple-choice video question-answering, and grounded videoquestion-answering. We summarise in this report the task descriptions, metrics,baselines, and results.

Perception Test 2023: A Summary of the First Challenge And Outcome