Zibo Hu, M. Miscuglio, Shurui Li, J. George, Puneet Gupta, V. Sorger
{"title":"仅幅调制的光电混合傅立叶神经网络","authors":"Zibo Hu, M. Miscuglio, Shurui Li, J. George, Puneet Gupta, V. Sorger","doi":"10.1364/FIO.2020.FM7D.3","DOIUrl":null,"url":null,"abstract":"We demonstrate an electro-optical hybrid massively-parallel Fourier Neural Network exploiting Digital Micromirror Devices performing amplitude-only filtering, achieving ~10,000 2-Megapixel convolutions per second, preserving the inference accuracy level similar to phase-based approaches.","PeriodicalId":171489,"journal":{"name":"Frontiers in Optics / Laser Science","volume":"14 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-09-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":"{\"title\":\"Electro-Optical Hybrid Fourier Neural Network with Amplitude-Only Modulation\",\"authors\":\"Zibo Hu, M. Miscuglio, Shurui Li, J. George, Puneet Gupta, V. Sorger\",\"doi\":\"10.1364/FIO.2020.FM7D.3\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We demonstrate an electro-optical hybrid massively-parallel Fourier Neural Network exploiting Digital Micromirror Devices performing amplitude-only filtering, achieving ~10,000 2-Megapixel convolutions per second, preserving the inference accuracy level similar to phase-based approaches.\",\"PeriodicalId\":171489,\"journal\":{\"name\":\"Frontiers in Optics / Laser Science\",\"volume\":\"14 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-09-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"9\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Frontiers in Optics / Laser Science\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1364/FIO.2020.FM7D.3\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Optics / Laser Science","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1364/FIO.2020.FM7D.3","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Electro-Optical Hybrid Fourier Neural Network with Amplitude-Only Modulation
We demonstrate an electro-optical hybrid massively-parallel Fourier Neural Network exploiting Digital Micromirror Devices performing amplitude-only filtering, achieving ~10,000 2-Megapixel convolutions per second, preserving the inference accuracy level similar to phase-based approaches.