Review of deep learning in optical and SAR image fusion

نویسندگان

چکیده

é¥æ„Ÿå½±åƒèžåˆä½œä¸ºå½±åƒå¤„ç†é¢†åŸŸä¸­æœ€å ·æœ‰æŒ‘æˆ˜çš„å·¥ä½œï¼Œä¸€ç›´æ˜¯å­¦æœ¯ç•Œç ”ç©¶çš„çƒ­ç‚¹ã€‚åˆæˆå­”å¾„é›·è¾¾SAR(Synthetic Aperture Radarï¼‰å ·å¤‡å ¨å¤©æ—¶ã€å ¨å¤©å€™ã€ç©¿é€äº‘é›¾ç­‰å¤šç§ç‰¹ç‚¹ï¼Œå´å› å­˜åœ¨ç›¸å¹²æ–‘å™ªå£°ç­‰é—®é¢˜ï¼Œä½¿å¾—å½±åƒéš¾ä»¥è§£è¯‘ã€‚ç›¸æ¯”ä¹‹ä¸‹ï¼Œå ‰å­¦å½±åƒå¯ä»¥åæ˜ åœ°ç‰©çš„å ‰è°±å’Œç©ºé—´ä¿¡æ¯ï¼Œæ˜“äºŽè§£è¯‘ï¼Œä½†å®¹æ˜“å—åˆ°äº‘é›¾å¹²æ‰°ï¼Œé€ æˆä¿¡æ¯ä¸¢å¤±ï¼Œå°†å ‰å­¦ä¸ŽSARå½±åƒæ•°æ®èžåˆå¯ä»¥å®žçŽ°ä¸åŒç±»åž‹ä¼ æ„Ÿå™¨æˆåƒä¹‹é—´çš„ä¿¡æ¯äº’è¡¥ï¼Œèƒ½å¤Ÿæ›´å¥½åœ°ä¸ºåŽç»­çš„å½±åƒåˆ†æžä¸Žè§£è¯‘æä¾›æ–¹ä¾¿ã€‚æœ¬æ–‡é¦–å ˆå¯¹å ‰å­¦å’ŒSARå½±åƒèžåˆè¿›è¡Œäº†ç³»ç»Ÿæ€§å›žé¡¾ï¼ŒåŒ æ‹¬ä¼ ç»Ÿèžåˆæ–¹æ³•å’ŒåŸºäºŽæ·±åº¦å­¦ä¹ æ–¹æ³•åœ¨å½±åƒèžåˆæ–¹é¢çš„æœ€æ–°å·¥ä½œï¼Œé‡ç‚¹é˜è¿°äº†å·ç§¯ç¥žç»ç½‘ç»œCNN(Convolutional Neural Network)、生成式对抗网络GAN(Generative Adversarial Networksï¼‰ç­‰æ¡†æž¶åœ¨å ‰å­¦å’ŒSARå½±åƒèžåˆä¸­çš„è¿›å±•ï¼›ç„¶åŽæ€»ç»“äº†å ‰å­¦å’ŒSARå½±åƒèžåˆåœ¨æ·±åº¦å­¦ä¹ é¢†åŸŸå¼€å‘çš„æ•°æ®é›†ï¼Œå¹¶åšäº†ç®€å•ä»‹ç»å’Œè¯´æ˜Žï¼›æœ€åŽï¼Œä»Žæ•°æ®é›†ã€æ—¶é—´åºåˆ—å½±åƒèžåˆã€èžåˆè¯„ä»·ä½“ç³»å’Œç®—æ³•è½»é‡åŒ–ç­‰4ä¸ªæ–¹é¢å¯¹å ‰å­¦å’ŒSAR影像融合的未来发展趋势进行了展望。

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ژورنال

عنوان ژورنال: Journal of remote sensing

سال: 2022

ISSN: ['1007-4619', '2095-9494']

DOI: https://doi.org/10.11834/jrs.20211136