Physical Mechanisms Governing Generalization and Hallucination in Deep Learning for Imaging Through Scattering Media

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@article{04c1300ccaae42a3bb4a2c24eef1c284,

title = "Physical Mechanisms Governing Generalization and Hallucination in Deep Learning for Imaging Through Scattering Media",

author = "Xuyu Zhang and Tianting Zhong and Haofan Huang and Dawei Zhang and Songlin Zhuang and Shensheng Han and Puxiang Lai and Honglin Liu",

year = "2026",

month = apr,

day = "23",

doi = "10.1038/s41467-026-72304-z",

language = "English",

volume = "17",

journal = "Nature Communications",

issn = "2041-1723",

publisher = "Nature Research",

}

TY - JOUR

T1 - Physical Mechanisms Governing Generalization and Hallucination in Deep Learning for Imaging Through Scattering Media

AU - Zhang, Xuyu

AU - Zhong, Tianting

AU - Huang, Haofan

AU - Zhang, Dawei

AU - Zhuang, Songlin

AU - Han, Shensheng

AU - Lai, Puxiang

AU - Liu, Honglin

PY - 2026/4/23

Y1 - 2026/4/23

U2 - 10.1038/s41467-026-72304-z

DO - 10.1038/s41467-026-72304-z

M3 - Journal article

SN - 2041-1723

VL - 17

JO - Nature Communications

JF - Nature Communications

M1 - 5616

ER -