Litcius/Paper detail

Dimensionality reduction for hyperspectral remote sensing: Advances, challenges, and prospects

Hongjun Su

2022National Remote Sensing Bulletin26 citationsDOIOpen Access PDF

Abstract

é«˜å ‰è°±é¥æ„Ÿå½±åƒæ•°æ®å ·æœ‰é«˜ç»´ç‰¹å¾ã€ä¿¡æ¯å†—ä½™ã€ä¸ç¡®å®šæ€§æ˜¾è‘—ã€å°æ ·æœ¬ã€ç©ºè°±åˆä¸€ç­‰ç‰¹å¾ï¼Œå¯¹å ¶è¿›è¡Œæ•°æ®å¤„ç†é¢ä¸´å·¨å¤§æŒ‘æˆ˜ï¼Œé«˜å ‰è°±é¥æ„Ÿå½±åƒé™ç»´æ˜¯é«˜å ‰è°±é¥æ„Ÿçš„é‡è¦ç ”ç©¶æ–¹å‘ä¹‹ä¸€ã€‚æœ¬æ–‡å¯¹å½“å‰é«˜å ‰è°±é¥æ„Ÿå½±åƒé™ç»´çš„ç›¸å ³ç ”ç©¶è¿›å±•è¿›è¡Œäº†ç»¼è¿°ï¼Œåœ¨ä»‹ç»é«˜å ‰è°±é¥æ„Ÿæ•°æ®ç‰¹ç‚¹çš„åŸºç¡€ä¸Šï¼Œé‡ç‚¹ä»Žç‰¹å¾æå–å’Œç‰¹å¾é€‰æ‹©ä¸¤æ–¹é¢å¯¹é«˜å ‰è°±é¥æ„Ÿå½±åƒé™ç»´çš„æœ€æ–°ç ”ç©¶å’Œå‰æ²¿è¿›å±•è¿›è¡Œäº†ç³»ç»Ÿæ€§ç»¼è¿°ï¼›å¹¶ä»Žç‰¹å¾å¯åˆ†æ€§ã€ç‰¹å¾è´¨é‡è¯„ä»·ã€ç‰¹å¾æ•°ç›®ç¡®å®šã€å¤šç‰¹å¾ä¼˜åŒ–ä»¥åŠéœ€æ±‚é©±åŠ¨çš„ç‰¹å¾é€‰æ‹©ç­‰æ–¹é¢åˆ†æžäº†é«˜å ‰è°±é¥æ„Ÿå½±åƒé™ç»´é¢ä¸´çš„æŒ‘æˆ˜ã€‚éšç€æ™ºèƒ½åŒ–é«˜å ‰è°±é¥æ„Ÿçš„å‘å±•ï¼Œé«˜å ‰è°±é¥æ„Ÿå½±åƒæ™ºèƒ½é™ç»´æˆä¸ºæœªæ¥çš„å‘å±•æ–¹å‘ï¼ŒåŒæ—¶å ¶å‘å±•å°†å ¼é¡¾å¤šç‰¹å¾è´¨é‡è¯„ä¼°ä¸Žä¼˜é€‰ã€æœç´¢ç­–ç•¥ä¼˜åŒ–ã€æ»¡è¶³åº”ç”¨éœ€æ±‚ç­‰å¤šç›®æ ‡çš„éœ€æ±‚ã€‚éšç€é«˜å ‰è°±é¥æ„Ÿæ•°æ®èŽ·å–èƒ½åŠ›çš„æå‡å’Œæ·±å ¥åº”ç”¨ï¼Œé«˜å ‰è°±é¥æ„Ÿå½±åƒé™ç»´å°†ä¼šå‘æŒ¥é‡è¦è€Œä¸å¯æ›¿ä»£çš„ä½œç”¨ã€‚

Topics & Concepts

Hyperspectral imagingDimensionality reductionRemote sensingCurse of dimensionalityComputer scienceEnvironmental scienceArtificial intelligenceGeographyRemote-Sensing Image ClassificationRemote Sensing and Land Use