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Takeshi Nishikawa

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#machine learning Preprint Sep 2026

What Input Resolution Is Required for Bird Species Identification, and What Is Its Latency Cost on an Edge Device? A Study of 14 Input Resolutions and Six Architectures with On-Device Measurements

Bird-strike mitigation at wind farms requires identifying distant birds that span only tens of pixels, so the classifier's input resolution N is a design variable, not a fixed specification, and this work quantifies how the regime-difference sign stabilises with seed count.

Takeshi Nishikawa · 0 citations

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