结直肠息肉的跨尺度、跨维自适应变压器网络分割

Liming LIANG, Anjun HE, Renjie LI, Jian WU
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引用次数: 0

摘要

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Cross-scale and cross-dimensional adaptive transformer network for colorectal polyp segmentation
é’ˆå¯¹ç»“ç›´è‚ æ¯è‚‰å›¾åƒç— ç¶åŒºåŸŸå°ºåº¦å˜åŒ–å¤§ã€è¾¹ç•Œæ¨¡ç³Šã€å½¢çŠ¶ä¸è§„åˆ™ä¸”ä¸Žæ­£å¸¸ç»„ç»‡å¯¹æ¯”åº¦ä½Žç­‰é—®é¢˜ï¼Œå¯¼è‡´è¾¹ç¼˜ç»†èŠ‚ä¿¡æ¯ä¸¢å¤±å’Œç— ç¶åŒºåŸŸè¯¯åˆ†å‰²ï¼Œæå‡ºä¸€ç§è·¨å°ºåº¦è·¨ç»´åº¦çš„è‡ªé€‚åº”Transformer分割网络。该网络一是利用Transformerç¼–ç å™¨å»ºæ¨¡è¾“å ¥å›¾åƒçš„å ¨å±€ä¸Šä¸‹æ–‡ä¿¡æ¯ï¼Œå¤šå°ºåº¦åˆ†æžç»“ç›´è‚ æ¯è‚‰ç— ç¶åŒºåŸŸã€‚äºŒæ˜¯é€šè¿‡é€šé“æ³¨æ„åŠ›æ¡¥å’Œç©ºé—´æ³¨æ„åŠ›æ¡¥å‡å°‘é€šé“ç»´åº¦å†—ä½™å’Œå¢žå¼ºæ¨¡åž‹ç©ºé—´æ„ŸçŸ¥èƒ½åŠ›ï¼ŒæŠ‘åˆ¶èƒŒæ™¯å™ªå£°ã€‚ä¸‰æ˜¯é‡‡ç”¨å¤šå°ºåº¦å¯†é›†å¹¶è¡Œè§£ç æ¨¡å—æ¥å¡«è¡¥å„å±‚è·¨å°ºåº¦ç‰¹å¾ä¿¡æ¯ä¹‹é—´çš„è¯­ä¹‰ç©ºç™½ï¼Œæœ‰æ•ˆèšåˆå¤šå°ºåº¦ä¸Šä¸‹æ–‡ç‰¹å¾ã€‚å››æ˜¯è®¾è®¡é¢å‘è¾¹ç¼˜ç»†èŠ‚çš„å¤šå°ºåº¦é¢„æµ‹æ¨¡å—ï¼Œä»¥å¯å­¦ä¹ çš„æ–¹å¼å¼•å¯¼ç½‘ç»œåŽ»çº æ­£è¾¹ç•Œé”™è¯¯é¢„æµ‹åˆ†ç±»ã€‚åœ¨CVC-ClinicDB、Kvasir-SEG、CVC-ColonDB和ETISæ•°æ®é›†ä¸Šè¿›è¡Œå®žéªŒï¼Œå ¶Dice相似性系数分别为0.942,0.932,0.811和0.805,平均交并比分别为0.896,0.883,0.731和0.729ï¼Œå ¶åˆ†å‰²æ€§èƒ½ä¼˜äºŽçŽ°æœ‰æ–¹æ³•ã€‚ä»¿çœŸå®žéªŒè¡¨æ˜Žï¼Œæœ¬æ–‡æ–¹æ³•èƒ½æœ‰æ•ˆæ”¹å–„ç»“ç›´è‚ æ¯è‚‰ç— ç¶åŒºåŸŸè¯¯åˆ†å‰²ï¼Œå ·æœ‰è¾ƒé«˜çš„åˆ†å‰²ç²¾åº¦ï¼Œä¸ºç»“ç›´è‚ æ¯è‚‰è¯Šæ–­æä¾›æ–°çª—å£ã€‚
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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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