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Instance-based max-margin for practical few-shot recognition

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cs.CV 1

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2025 1

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Color as the Impetus: Transforming Few-Shot Learner

cs.CV · 2025-07-29 · unverdicted · novelty 4.0

Proposes a color-perception-inspired meta-learning framework with channel interaction and a knowledge-distillation meta-distiller that reports strong results on eleven few-shot benchmarks.

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  • Color as the Impetus: Transforming Few-Shot Learner cs.CV · 2025-07-29 · unverdicted · none · ref 11

    Proposes a color-perception-inspired meta-learning framework with channel interaction and a knowledge-distillation meta-distiller that reports strong results on eleven few-shot benchmarks.