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To improve the robustness of the online detection system for blood‐spot eggs, a linear converter was established based on Levenberg–Marquardt (LM) algorithm to transform spectral signals in the amplitude space, so that error introduced from the variation of sample, mechanical device, and other factors can be reduced to a certain degree. First, the transmission spectrum in the 500–599 nm bandwidth...