{"title":"无人机图像目标检测的联合自关注与分支采样","authors":"Yunzuo ZHANG, Cunyu WU, Yameng LIU, Tian ZHANG, Yuxin ZHENG","doi":"10.37188/ope.20233118.2723","DOIUrl":null,"url":null,"abstract":"æ 人æºå¾åç®æ æ£æµå¨è¯¸å¤é¢å被广æ³åºç¨ï¼ä½åå¶äºå¾åèæ¯å¤æãç®æ å¯éï¼ç®æ 尺度ååå§çï¼ç°æçæ 人æºå¾åç®æ æ£æµç®æ³æ£æµææä¸å¤ç²¾åã为解å³æ¤ç±»é®é¢ï¼æåºäºä¸ç§èåèªæ³¨æåååæ¯éæ ·çæ 人æºå¾åç®æ æ£æµæ¹æ³ãé¦å ï¼è®¾è®¡äºèªæ³¨æååå·ç§¯ç¸èåçåµå¥æ®å·®ç»æ以å®ç°å ¨å±ä¿¡æ¯åå±é¨ä¿¡æ¯çææç»åï¼è®©æ¨¡åèç¦äºå¾ æµç®æ ï¼ä»èæ·¡åå¤æèæ¯çå½±åãå ¶æ¬¡ï¼è®¾è®¡äºä¸ç§åºäºåæ¯éæ ·çç¹å¾èå模å以弥补ç®æ ä¿¡æ¯ä¸¢å¤±ãæåï¼å¼å ¥æµ å±ç»ç²åº¦ç¹å¾å¾ï¼æ°å¢äºé对微å°ç®æ çæ¹è¿æ£æµå¤´ä»¥ç¼è§£å°ºåº¦å§çååï¼å¹¶åºäºæ¤æåºä¸ç§ç¹å¾å¢å¼ºæ¨¡åï¼ç¨äºæè·æ´å¤å ·æé´å«æ§çå°ç®æ ç¹å¾ãç»å®éªéªè¯ï¼æ¬æææç®æ³å¨å¤ç§åºæ¯ä¸æ§è½è¯å¥½ãå ¶ä¸s模åå¨VisDrone2019æ°æ®éä¸çmAP<sub>50</sub>åmAPåå«è¾¾å°59.3%å37.1%ï¼ç¸è¾äºåºçº¿æ¨¡åå¢é¿äº5.6%å5.4%ï¼å¨UAVDTæ°æ®éä¸çmAP<sub>50</sub>åmAPåå«è¾¾å°44.1%å24.9%ï¼ç¸è¾äºåºçº¿æ¨¡åæé«äº5.8%å3.2%ã","PeriodicalId":39778,"journal":{"name":"Guangxue Jingmi Gongcheng/Optics and Precision Engineering","volume":"3 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Joint self-attention and branch sampling for object detection on drone imagery\",\"authors\":\"Yunzuo ZHANG, Cunyu WU, Yameng LIU, Tian ZHANG, Yuxin ZHENG\",\"doi\":\"10.37188/ope.20233118.2723\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"æ 人æºå¾åç®æ æ£æµå¨è¯¸å¤é¢å被广æ³åºç¨ï¼ä½åå¶äºå¾åèæ¯å¤æãç®æ å¯éï¼ç®æ 尺度ååå§çï¼ç°æçæ 人æºå¾åç®æ æ£æµç®æ³æ£æµææä¸å¤ç²¾åã为解å³æ¤ç±»é®é¢ï¼æåºäºä¸ç§èåèªæ³¨æåååæ¯éæ ·çæ 人æºå¾åç®æ æ£æµæ¹æ³ãé¦å ï¼è®¾è®¡äºèªæ³¨æååå·ç§¯ç¸èåçåµå¥æ®å·®ç»æ以å®ç°å ¨å±ä¿¡æ¯åå±é¨ä¿¡æ¯çææç»åï¼è®©æ¨¡åèç¦äºå¾ æµç®æ ï¼ä»èæ·¡åå¤æèæ¯çå½±åãå ¶æ¬¡ï¼è®¾è®¡äºä¸ç§åºäºåæ¯éæ ·çç¹å¾èå模å以弥补ç®æ ä¿¡æ¯ä¸¢å¤±ãæåï¼å¼å ¥æµ å±ç»ç²åº¦ç¹å¾å¾ï¼æ°å¢äºé对微å°ç®æ çæ¹è¿æ£æµå¤´ä»¥ç¼è§£å°ºåº¦å§çååï¼å¹¶åºäºæ¤æåºä¸ç§ç¹å¾å¢å¼ºæ¨¡åï¼ç¨äºæè·æ´å¤å ·æé´å«æ§çå°ç®æ ç¹å¾ãç»å®éªéªè¯ï¼æ¬æææç®æ³å¨å¤ç§åºæ¯ä¸æ§è½è¯å¥½ãå ¶ä¸s模åå¨VisDrone2019æ°æ®éä¸çmAP<sub>50</sub>åmAPåå«è¾¾å°59.3%å37.1%ï¼ç¸è¾äºåºçº¿æ¨¡åå¢é¿äº5.6%å5.4%ï¼å¨UAVDTæ°æ®éä¸çmAP<sub>50</sub>åmAPåå«è¾¾å°44.1%å24.9%ï¼ç¸è¾äºåºçº¿æ¨¡åæé«äº5.8%å3.2%ã\",\"PeriodicalId\":39778,\"journal\":{\"name\":\"Guangxue Jingmi Gongcheng/Optics and Precision Engineering\",\"volume\":\"3 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.20233118.2723\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"Materials Science\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Guangxue Jingmi Gongcheng/Optics and Precision Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.37188/ope.20233118.2723","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