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Ming-Hsiang Hu

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#natural language process... Preprint Oct 2026

GIVE-KWS: Gated Injection of Visual Evidence for Noise-Robust Query-by-Example Keyword Spotting

Visual speech promises noise-robust keyword spotting, yet a visual stream is not necessarily used. On a tri-modal query-by-example keyword spotting (QbyE-KWS) benchmark, we find that a system with a task-trained visual encoder comes within 2 percentage points of a text-and-audio system in equal error rate (EER) at -10...

Ming-Hsiang Hu, Kuan-Tang Huang, Hung-Shin Lee et al. · 0 citations

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