通道内通道间注意少弹分类

Liping YANG, Tianyang ZHANG, Yuyang WANG, Xiaohua GU
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引用次数: 0

摘要

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Intra-inter channel attention for few-shot classification
é’ˆå¯¹å ƒå­¦ä¹ å°‘æ ·æœ¬åˆ†ç±»æ ·æœ¬ç‰¹å¾é‰´åˆ«èƒ½åŠ›ä¸è¶³çš„é—®é¢˜ï¼Œæå‡ºäº†ä¸€ç§ç±»å† -ç±»é—´é€šé“æ³¨æ„åŠ›å°‘æ ·æœ¬åˆ†ç±»æ–¹æ³•ï¼ˆIntra-inter Channel Attention Few-shot Classification, ICAFSC)。ICAFSCåœ¨åŽŸåž‹ç½‘ç»œåŸºç¡€ä¸Šè®¾è®¡äº†ä¸€ä¸ªç±»å† -ç±»é—´é€šé“æ³¨æ„åŠ›æ¨¡å—ï¼Œè¯¥æ¨¡å—é€šè¿‡ç±»å† -ç±»é—´è·ç¦»åº¦é‡è®¡ç®—é€šé“æƒé‡å®žçŽ°ç‰¹å¾åŠ æƒï¼Œæé«˜ç‰¹å¾å¯¹ç±»åˆ«çš„é‰´åˆ«èƒ½åŠ›ã€‚ä¸ºäº†å ‹æœç›´æŽ¥åœ¨å ƒè®­ç»ƒé˜¶æ®µå­¦ä¹ ç±»å† -ç±»é—´é€šé“æ³¨æ„åŠ›æ¨¡å—å®¹æ˜“å‡ºçŽ°è¿‡æ‹Ÿåˆæˆ–æ¬ æ‹ŸåˆçŽ°è±¡çš„é—®é¢˜ï¼ŒICAFSCåœ¨åŽŸåž‹ç½‘ç»œçš„å ƒè®­ç»ƒä¹‹å‰å¢žåŠ ä¸€ä¸ªé¢„è®­ç»ƒé˜¶æ®µã€‚è¯¥é˜¶æ®µè®¾è®¡å ·æœ‰å¤§é‡æ ‡è®°æ ·æœ¬çš„åˆ†ç±»ä»»åŠ¡ï¼Œå¹¶åˆ©ç”¨è¿™äº›ä»»åŠ¡å åˆ†è®­ç»ƒç±»å† -ç±»é—´é€šé“æ³¨æ„åŠ›æ¨¡å—ï¼Œä¿ƒä½¿è¯¥æ¨¡å—è¾¾åˆ°è¾ƒä¼˜çš„çŠ¶æ€ã€‚åœ¨åŽŸåž‹ç½‘ç»œçš„å ƒè®­ç»ƒå’Œå ƒæµ‹è¯•é˜¶æ®µï¼ŒICAFSCå†»ç»“ç±»å† -ç±»é—´é€šé“æ³¨æ„åŠ›æ¨¡å—çš„å‚æ•°ï¼Œåˆ†åˆ«å®žçŽ°å°‘æ ·æœ¬åˆ†ç±»ç»éªŒçš„å­¦ä¹ ä¸Žè¿ç§»ã€‚åœ¨MiniImagenet数据集上分别开展了1-shot和5-shotçš„å°‘æ ·æœ¬åˆ†ç±»å®žéªŒã€‚å®žéªŒç»“æžœè¡¨æ˜Žï¼šæœ¬æ–‡æå‡ºçš„ç±»å† -ç±»é—´é€šé“æ³¨æ„åŠ›å°‘æ ·æœ¬åˆ†ç±»æ–¹æ³•ä¸ŽåŽŸåž‹ç½‘ç»œç›¸æ¯”ï¼Œåœ¨1-shot和5-shot条件下分类准确率分别提高了1.93%和1.15%。
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来源期刊
Guangxue Jingmi Gongcheng/Optics and Precision Engineering
Guangxue Jingmi Gongcheng/Optics and Precision Engineering Materials Science-Electronic, Optical and Magnetic Materials
CiteScore
2.40
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0.00%
发文量
95
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