Cross-scale and cross-dimensional adaptive transformer network for colorectal polyp segmentation

Q3 Materials Science
Liming LIANG, Anjun HE, Renjie LI, Jian WU
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引用次数: 0

Abstract

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€‚
结直肠息肉的跨尺度、跨维自适应变压器网络分割
(一)...连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连连(一)...餈銵冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘憒撖嫣縑臬冽靘ClinicDBãKvasir-SEGãCVC-ColonDBåETISæ°æ®éä¸è¿è¡å®éªï¼å ¶Diceç¸ä¼¼æ§ç³"æ°å "为0.942ï¼0.932ï¼0.811ï¼0.805ï¼å¹³å交并æ¯åå"为0.896ï¼0.883ï¼0.731å0.729:0.896,0.883,0.731。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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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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