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title
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Micahel A. Hobley, Victor A. Prisacariu
updated
2026-03-02 02:51:24
raw text
ABC123 ABC Easy as 123: A Blind Counter for Exemplar-Free Multi-Class Class-agnostic Counting Michael A. Hobley , Victor A. Prisacariu University of Oxford Paper Code Dataset ABC123 Class-agnostic counting methods enumerate objects of an arbitrary class, providing tremendous utility in many fields. Prior works have limited usefulness as they require either a set of examples of the type to be counted or that the query image contains only a single type of object. A significant factor in these shortcomings is the lack of a dataset to properly address counting in settings with more than one kind of object present. To address these issues, we propose the first Multi-class, Class-Agnostic Counting dataset (MCAC) and A Blind Counter (ABC123), a method that can count multiple types of objects simultaneously without using examples of type during training or inference. ABC123 introduces a new paradigm where instea...
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