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Octonion Phase Retrieval

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arxiv 2308.15784 v2 pith:23HLRBZK submitted 2023-08-30 cs.IT eess.IVmath.IT

Octonion Phase Retrieval

classification cs.IT eess.IVmath.IT
keywords octonionphasesignalalgebraderivativesflowhypercompleximage
verification ladder T0 review T1 audit T2 compute T3 formal T4 reserved
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Signal processing over hypercomplex numbers arises in many optical imaging applications. In particular, spectral image or color stereo data are often processed using octonion algebra. Recently, the eight-band multispectral image phase recovery has gained salience, wherein it is desired to recover the eight bands from the phaseless measurements. In this paper, we tackle this hitherto unaddressed hypercomplex variant of the popular phase retrieval (PR) problem. We propose octonion Wirtinger flow (OWF) to recover an octonion signal from its intensity-only observation. However, contrary to the complex-valued Wirtinger flow, the non-associative nature of octonion algebra and the consequent lack of octonion derivatives make the extension to OWF non-trivial. We resolve this using the pseudo-real-matrix representation of octonion to perform the derivatives in each OWF update. We demonstrate that our approach recovers the octonion signal up to a right-octonion phase factor. Numerical experiments validate OWF-based PR with high accuracy under both noiseless and noisy measurements.

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