{"title":"利用基于菲涅耳的无监督神经网络实现任意像素传播的高动态范围平面摄影。","authors":"Zexu Liu, Yunyi Chen, Nan Lin","doi":"10.1364/OE.569210","DOIUrl":null,"url":null,"abstract":"<p><p>Ptychography is a lensless phase retrieval technique widely used in material science, bioimaging, and semiconductor inspection. However, the practical resolution of ptychography is limited by two factors: the reconstructed pixel size determined by the experimental setup, and the constrained effective numerical aperture (NA) due to the confined well depth of the detector. To address these issues, we propose high dynamical range ptychography using a Fresnel-based unsupervised neural network for arbitrary pixel size (FUNNAPS) propagation. This new approach enables high effective NA with pixel size adjustment, demonstrating reconstruction close to the resolution limit.</p>","PeriodicalId":19691,"journal":{"name":"Optics express","volume":"33 18","pages":"37892-37912"},"PeriodicalIF":3.3000,"publicationDate":"2025-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"High dynamical range ptychography by applying Fresnel-based unsupervised neural network for arbitrary pixel size (FUNNAPS) propagation.\",\"authors\":\"Zexu Liu, Yunyi Chen, Nan Lin\",\"doi\":\"10.1364/OE.569210\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Ptychography is a lensless phase retrieval technique widely used in material science, bioimaging, and semiconductor inspection. However, the practical resolution of ptychography is limited by two factors: the reconstructed pixel size determined by the experimental setup, and the constrained effective numerical aperture (NA) due to the confined well depth of the detector. To address these issues, we propose high dynamical range ptychography using a Fresnel-based unsupervised neural network for arbitrary pixel size (FUNNAPS) propagation. This new approach enables high effective NA with pixel size adjustment, demonstrating reconstruction close to the resolution limit.</p>\",\"PeriodicalId\":19691,\"journal\":{\"name\":\"Optics express\",\"volume\":\"33 18\",\"pages\":\"37892-37912\"},\"PeriodicalIF\":3.3000,\"publicationDate\":\"2025-09-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Optics express\",\"FirstCategoryId\":\"101\",\"ListUrlMain\":\"https://doi.org/10.1364/OE.569210\",\"RegionNum\":2,\"RegionCategory\":\"物理与天体物理\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"OPTICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Optics express","FirstCategoryId":"101","ListUrlMain":"https://doi.org/10.1364/OE.569210","RegionNum":2,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"OPTICS","Score":null,"Total":0}
High dynamical range ptychography by applying Fresnel-based unsupervised neural network for arbitrary pixel size (FUNNAPS) propagation.
Ptychography is a lensless phase retrieval technique widely used in material science, bioimaging, and semiconductor inspection. However, the practical resolution of ptychography is limited by two factors: the reconstructed pixel size determined by the experimental setup, and the constrained effective numerical aperture (NA) due to the confined well depth of the detector. To address these issues, we propose high dynamical range ptychography using a Fresnel-based unsupervised neural network for arbitrary pixel size (FUNNAPS) propagation. This new approach enables high effective NA with pixel size adjustment, demonstrating reconstruction close to the resolution limit.
期刊介绍:
Optics Express is the all-electronic, open access journal for optics providing rapid publication for peer-reviewed articles that emphasize scientific and technology innovations in all aspects of optics and photonics.