AI RESEARCH
Color as the Impetus: Transforming Few-Shot Learner
arXiv CS.CV
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ArXi:2507.22136v3 Announce Type: replace Humans possess innate meta-learning capabilities, partly attributable to their exceptional color perception. In this paper, we pioneer an innovative viewpoint on few-shot learning by simulating human color perception mechanisms. We propose the ColorSense Learner, a bio-inspired meta-learning framework that capitalizes on inter-channel feature extraction and interactive learning.