The BiLT autoencoder recovers absorption and scattering spectra from integrating sphere data with high accuracy while remaining robust to wavelength shifts up to 10 bands and generalizing to different instrument line shapes without retraining.
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2026 1verdicts
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Bin Latent Transformer (BiLT): A shift-invariant autoencoder for calibration-free spectral unmixing of turbid media
The BiLT autoencoder recovers absorption and scattering spectra from integrating sphere data with high accuracy while remaining robust to wavelength shifts up to 10 bands and generalizing to different instrument line shapes without retraining.