AI RESEARCH
OmniGCD: Abstracting Generalized Category Discovery for Modality Agnosticism
arXiv CS.CV
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ArXi:2604.14762v1 Announce Type: new Generalized Category Discovery (GCD) challenges methods to identify known and novel classes using partially labeled data, mirroring human category learning. Unlike prior GCD methods, which operate within a single modality and require dataset-specific fine-tuning, we propose a modality-agnostic GCD approach inspired by the human brain's abstract category formation.