2024
DOI: 10.1609/aaai.v38i12.29247
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All Beings Are Equal in Open Set Recognition

Chaohua Li,
Enhao Zhang,
Chuanxing Geng
et al.

Abstract: In open-set recognition (OSR), a promising strategy is exploiting pseudo-unknown data outside given K known classes as an additional K+1-th class to explicitly model potential open space. However, treating unknown classes without distinction is unequal for them relative to known classes due to the category-agnostic and scale-agnostic of the unknowns. This inevitably not only disrupts the inherent distributions of unknown classes but also incurs both class-wise and instance-wise imbalances between known and unk… Show more

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