{"title":"在高分辨率下使用深度学习加速条纹投影轮廓测量到100k fps","authors":"Jie Xu, Jindong Tian","doi":"10.1038/s41377-025-01802-4","DOIUrl":null,"url":null,"abstract":"<p>Fringe projection profilometry, a powerful technique for three-dimensional (3D) imaging and measurement, has been revolutionized by deep learning, achieving speeds of up to 100,000 frames per second (fps) while preserving high-resolution. This advancement expands its applications to high-speed transient scenarios, opening new possibilities for ultrafast 3D measurements.</p>","PeriodicalId":18069,"journal":{"name":"Light-Science & Applications","volume":"57 1","pages":""},"PeriodicalIF":20.6000,"publicationDate":"2025-03-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Accelerating fringe projection profilometry to 100k fps at high-resolution using deep learning\",\"authors\":\"Jie Xu, Jindong Tian\",\"doi\":\"10.1038/s41377-025-01802-4\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>Fringe projection profilometry, a powerful technique for three-dimensional (3D) imaging and measurement, has been revolutionized by deep learning, achieving speeds of up to 100,000 frames per second (fps) while preserving high-resolution. This advancement expands its applications to high-speed transient scenarios, opening new possibilities for ultrafast 3D measurements.</p>\",\"PeriodicalId\":18069,\"journal\":{\"name\":\"Light-Science & Applications\",\"volume\":\"57 1\",\"pages\":\"\"},\"PeriodicalIF\":20.6000,\"publicationDate\":\"2025-03-27\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Light-Science & Applications\",\"FirstCategoryId\":\"1089\",\"ListUrlMain\":\"https://doi.org/10.1038/s41377-025-01802-4\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"OPTICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Light-Science & Applications","FirstCategoryId":"1089","ListUrlMain":"https://doi.org/10.1038/s41377-025-01802-4","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"OPTICS","Score":null,"Total":0}
Accelerating fringe projection profilometry to 100k fps at high-resolution using deep learning
Fringe projection profilometry, a powerful technique for three-dimensional (3D) imaging and measurement, has been revolutionized by deep learning, achieving speeds of up to 100,000 frames per second (fps) while preserving high-resolution. This advancement expands its applications to high-speed transient scenarios, opening new possibilities for ultrafast 3D measurements.