Litcius/Paper detail

Object-oriented crop classification for GF-6 WFV remote sensing images based on Convolutional Neural Network

Qianjing LI, LIU Jun, Xiaofei Mi, Jian Yang, Tao Yu

2021National Remote Sensing Bulletin15 citationsDOI Open Access PDF

Abstract

GF-6 WFVå½±åæ¯ä¸å½é¦é¢å¸¦æçº¢è¾¹æ³¢æ®µçä¸é«åè¾¨ç8æ³¢æ®µå¤å è°±å«æçé¥æå½±åï¼å¯¹äºå ¶å½±ååçº¢è¾¹æ³¢æ®µå¯¹ä½ç©åç±»å½±åçç ç©¶å©ç¨äºå¾ å±å¼ãæ¬æç»åé¢åå¯¹è±¡åæ·±åº¦å¦ä¹ æåºä¸ç§éç¨äºGF-6 WFVçº¢è¾¹æ³¢æ®µçå·ç§¯ç¥ç»ç½ç»ï¼RE-CNNï¼é¥æå½±åä½ç©åç±»æ¹æ³ãé¦å éç¨å¤å°ºåº¦åå²åESPå·¥å ·éæ©æä½³åå²åæ°å®æå½±ååå²ï¼éè¿é¢åå¯¹è±¡çCARTå³çæ æ¶é¤æ¤çç°è±¡çåæ¶æåæ¤è¢«åºåï¼å¹¶è½¬åä¸ºå·ç§¯ç¥ç»ç½ç»çè¾å ¥æ°æ®ï¼æååºäºPythonåNumpyåºæå»ºçå·ç§¯ç¥ç»ç½ç»æ¨¡åï¼RE-CNNï¼ç¨äºå½±åä½ç©åç±»åç²¾åº¦éªè¯ãææ çº¢è¾¹æ³¢æ®µçä¸¤ç»åç±»å®éªç»æè¡¨æï¼å¨çº¢è¾¹æ³¢æ®µç»ï¼å·ç§¯ç¥ç»ç½ç»ï¼RE-CNNï¼ä½ç©åç±»è¯å«åå¾äºè¾å¥½çææï¼æ»ä½ç²¾åº¦é«è¾¾94.38%ï¼ç¸æ¯æ çº¢è¾¹æ³¢æ®µç»åç±»ç²¾åº¦æé«äº2.83%ï¼éªè¯äºGF-6 WFVçº¢è¾¹æ³¢æ®µå¯¹ä½ç©åç±»çæææ§ãä¸ºGF-6 WFVçº¢è¾¹æ³¢æ®µå½±åç¨äºä½ç©çåç±»ç ç©¶æä¾ææ¯åèååé´ä»·å¼ã

Topics & Concepts

Python (programming language)Convolutional neural networkGF(2)Computer scienceArtificial intelligencePattern recognition (psychology)MathematicsCombinatoricsOperating systemFinite fieldRemote Sensing and Land Use