{"title":"Face recognition algorithm incorporating CBAM and Siamese neural network","authors":"Xiangzhou MENG, Yingjun LI, Guicong WANG, Tiansheng MENG","doi":"10.37188/ope.20233121.3192","DOIUrl":null,"url":null,"abstract":"éå¯¹ä¼ ç»äººè¸è¯å«æ¹æ³è¯å«æ§è½è¾å·®ï¼åºäºæ·±åº¦å¦ä¹ çæ¹æ³å¨ééå¶æ¡ä»¶ä¸è¯å«è¾ä¸ºå°é¾ï¼äººè¸ç¹å¾åºåæ§å¼±ï¼è¯å«ç²¾åº¦å®¹æåå°å§¿å¿ã表æ çæ¹é¢å½±åçé®é¢ï¼æåºäºä¸ç§å¼å ¥å·ç§¯å注æå模åçåªçç¥ç»ç½ç»æ¨¡åç»æã该ç»ææ¯åºäºåªçç¥ç»ç½ç»ï¼Siamese neural networkï¼çåºç¡æ¡æ¶è¿è¡æ¹è¿çï¼å¨æ¡æ¶ä¸å¼å ¥æ¹è¿çVGG11_BN模åè¿è¡ç¹å¾æåã该模åæ¯å¨VGG11ç»æçåºç¡ä¸å¼å ¥æ¹å½ä¸åï¼Batch Normalizationï¼BNï¼ææ¯ï¼å¨å模åç»æçåºç¡ä¸ï¼æåºå¼å ¥CBAMæ··å注æåæºå¶çç¹å¾æåç½ç»ï¼æåï¼é对ç®åäºæ´²äººç人è¸è¯å«è®ç»è¾å°çæ åµï¼éç¨æ´å 符åäºæ´²äººè¸ç¹å¾çCASIA-FaceV5æ°æ®éè¿è¡è¯å«è®ç»ãå®éªç»æ表æï¼æ¬æç®æ³å¨äººè¸è¯å«æ¹é¢çåç¡®çè¾¾å°äº96.67%ï¼å¹¶ä¸å¨CAS-PEAL-R1人è¸æ°æ®éä¸æ¯SRGESï¼VGG11+siameseç®æ³çåç¡®çåå«æå6.05%ï¼6.7%ã该ç®æ³å¯ä»¥å¨å¤å ç´ å½±åä¸æ´å¥½å°è¿è¡äººè¸è¯å«éªè¯ï¼å ·æè¯å¥½ç稳å®æ§ã","PeriodicalId":39778,"journal":{"name":"Guangxue Jingmi Gongcheng/Optics and Precision Engineering","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Guangxue Jingmi Gongcheng/Optics and Precision Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.37188/ope.20233121.3192","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Materials Science","Score":null,"Total":0}
引用次数: 0
结合CBAM和Siamese神经网络的人脸识别算法
我是一名学生,我想在这里和大家分享一下我的故事。暹罗神经网络(Siamese neural network)网络VGG11CBAM的 "FaceV5 "功能FaceV5 FaceV5 FaceV5 FaceV5 FaceV5 FaceV567%CAS-PEAL-R1RGESVGG11+siamese6.05%6.7%ã该ç®ç®æ³å¯ä"¥å¨¨å¤å´ å½±åä¸æ´å¥å°½è¿è¿è¡è¡äº¸¸è¯å "é "ªè¯¼å -æ该稳å®æ§ã
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