Weakly supervised video instance segmentation with scale adaptive generation regulation

Yinhui ZHANG, Weiqi HAI, Zifen HE, Ying HUANG, Dongdong CHEN
{"title":"Weakly supervised video instance segmentation with scale adaptive generation regulation","authors":"Yinhui ZHANG, Weiqi HAI, Zifen HE, Ying HUANG, Dongdong CHEN","doi":"10.37188/ope.20233118.2736","DOIUrl":null,"url":null,"abstract":"è§†é¢‘å®žä¾‹åˆ†å‰²æ˜¯è½¦è¾†è¾ åŠ©é©¾é©¶å¤šç›®æ ‡æ„ŸçŸ¥å’Œåœºæ™¯ç†è§£çš„ä¸€é¡¹å ³é”®æŠ€æœ¯ã€‚é’ˆå¯¹å¼±ç›‘ç£è§†é¢‘å®žä¾‹åˆ†å‰²ä» ä½¿ç”¨è¾¹ç•Œæ¡†å¯¹ç½‘ç»œè¿›è¡Œè®­ç»ƒä¸¥é‡åˆ¶çº¦äº¤é€šåœºæ™¯å¤§å°ºåº¦åŠ¨æ€èŒƒå›´ç›®æ ‡åˆ†å‰²ç²¾åº¦çš„é—®é¢˜ï¼Œæœ¬æ–‡æå‡ºå°ºåº¦è‡ªé€‚åº”ç”Ÿæˆè°ƒæŽ§å¼±ç›‘ç£è§†é¢‘å®žä¾‹åˆ†å‰²ç½‘ç»œï¼ˆScale Adaptive Generation Regulation weakly supervised video instance segmentation network,SAGRNetï¼‰ã€‚é¦–å ˆï¼Œè®¾è®¡ä¸€ç§å¤šå°ºåº¦ç‰¹å¾æ˜ å°„è´¡çŒ®åº¦åŠ¨æ€è‡ªé€‚åº”è°ƒæŽ§æ¨¡å—ï¼Œé€šè¿‡åŠ¨æ€è°ƒæ•´ä¸åŒå°ºåº¦ç‰¹å¾æ˜ å°„ä¿¡æ¯è´¡çŒ®åº¦å–ä»£åŽŸæœ‰çš„çº¿æ€§åŠ æƒä»¥å¼ºåŒ–å¯¹ç›®æ ‡å±€éƒ¨ä½ç½®å’Œæ•´ä½“è½®å»“çš„èšç„¦èƒ½åŠ›ï¼Œè§£å†³äº†è½¦è¾†ã€è¡Œäººç­‰ç›®æ ‡ç”±äºŽæˆåƒè·ç¦»è¿œè¿‘é€ æˆçš„å°ºåº¦åŠ¨æ€èŒƒå›´è¿‡å¤§é—®é¢˜ï¼›å ¶æ¬¡ï¼Œæž„å»ºç›®æ ‡å®žä¾‹å¤šç»†ç²’åº¦ç©ºé—´ä¿¡æ¯èšåˆç”Ÿæˆè°ƒæŽ§æ¨¡å—ï¼Œé€šè¿‡èšåˆåŸºäºŽä¸åŒç©ºæ´žçŽ‡æå–çš„å¤šç»†ç²’åº¦ç©ºé—´ä¿¡æ¯ç”Ÿæˆæƒé‡å‚æ•°ä»¥è°ƒæŽ§å„å°ºåº¦ç‰¹å¾ï¼Œå®žçŽ°äº†ç»†åŒ–å®žä¾‹è¾¹ç•Œå’Œå¢žå¼ºè·¨é€šé“ä¿¡æ¯äº¤äº’æŽ©ç ç‰¹å¾æ˜ å°„è¡¨å¾èƒ½åŠ›ï¼Œæœ‰æ•ˆå¼¥è¡¥äº†å®žä¾‹è¾¹ç¼˜ä¿¡æ¯åŒ®ä¹å¯¼è‡´è¾¹ç¼˜è½®å»“åˆ†å‰²maskè¿žç»­æ€§ç¼ºå¤±é—®é¢˜ã€‚æœ€åŽï¼Œä¸ºç¼“è§£è¾¹ç•Œæ¡†æ ‡ç­¾ç›‘ç£ä¿¡æ¯å¼±åŒ–ï¼Œå¼•å ¥æ­£äº¤æŸå¤±å’Œé¢œè‰²ç›¸ä¼¼æ€§æŸå¤±ç¼©å°æ¨¡åž‹é¢„æµ‹maskä¸ŽçœŸå®žè¾¹ç•Œæ¡†åå·®å¹¶è®¡ç®—é€åƒç´ ç‚¹å¯¹é—´æ ‡ç­¾å±žæ€§å½’ç±»æ¨¡ç³Šé—®é¢˜ã€‚Youtube-VIS2019提取的交通场景数据集实验结果表明,SAGRNet相较于弱监督基准网络平均分割精度提升5.1%达到38.1%ï¼Œä¸ºå®žçŽ°å¤šç›®æ ‡æ„ŸçŸ¥å’Œå®žä¾‹çº§åœºæ™¯ç†è§£æä¾›äº†æœ‰æ•ˆç®—æ³•ä¾æ®ã€‚","PeriodicalId":39778,"journal":{"name":"Guangxue Jingmi Gongcheng/Optics and Precision Engineering","volume":"40 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Guangxue Jingmi Gongcheng/Optics and Precision Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.37188/ope.20233118.2736","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Materials Science","Score":null,"Total":0}
引用次数: 0

Abstract

è§†é¢‘å®žä¾‹åˆ†å‰²æ˜¯è½¦è¾†è¾ åŠ©é©¾é©¶å¤šç›®æ ‡æ„ŸçŸ¥å’Œåœºæ™¯ç†è§£çš„ä¸€é¡¹å ³é”®æŠ€æœ¯ã€‚é’ˆå¯¹å¼±ç›‘ç£è§†é¢‘å®žä¾‹åˆ†å‰²ä» ä½¿ç”¨è¾¹ç•Œæ¡†å¯¹ç½‘ç»œè¿›è¡Œè®­ç»ƒä¸¥é‡åˆ¶çº¦äº¤é€šåœºæ™¯å¤§å°ºåº¦åŠ¨æ€èŒƒå›´ç›®æ ‡åˆ†å‰²ç²¾åº¦çš„é—®é¢˜ï¼Œæœ¬æ–‡æå‡ºå°ºåº¦è‡ªé€‚åº”ç”Ÿæˆè°ƒæŽ§å¼±ç›‘ç£è§†é¢‘å®žä¾‹åˆ†å‰²ç½‘ç»œï¼ˆScale Adaptive Generation Regulation weakly supervised video instance segmentation network,SAGRNetï¼‰ã€‚é¦–å ˆï¼Œè®¾è®¡ä¸€ç§å¤šå°ºåº¦ç‰¹å¾æ˜ å°„è´¡çŒ®åº¦åŠ¨æ€è‡ªé€‚åº”è°ƒæŽ§æ¨¡å—ï¼Œé€šè¿‡åŠ¨æ€è°ƒæ•´ä¸åŒå°ºåº¦ç‰¹å¾æ˜ å°„ä¿¡æ¯è´¡çŒ®åº¦å–ä»£åŽŸæœ‰çš„çº¿æ€§åŠ æƒä»¥å¼ºåŒ–å¯¹ç›®æ ‡å±€éƒ¨ä½ç½®å’Œæ•´ä½“è½®å»“çš„èšç„¦èƒ½åŠ›ï¼Œè§£å†³äº†è½¦è¾†ã€è¡Œäººç­‰ç›®æ ‡ç”±äºŽæˆåƒè·ç¦»è¿œè¿‘é€ æˆçš„å°ºåº¦åŠ¨æ€èŒƒå›´è¿‡å¤§é—®é¢˜ï¼›å ¶æ¬¡ï¼Œæž„å»ºç›®æ ‡å®žä¾‹å¤šç»†ç²’åº¦ç©ºé—´ä¿¡æ¯èšåˆç”Ÿæˆè°ƒæŽ§æ¨¡å—ï¼Œé€šè¿‡èšåˆåŸºäºŽä¸åŒç©ºæ´žçŽ‡æå–çš„å¤šç»†ç²’åº¦ç©ºé—´ä¿¡æ¯ç”Ÿæˆæƒé‡å‚æ•°ä»¥è°ƒæŽ§å„å°ºåº¦ç‰¹å¾ï¼Œå®žçŽ°äº†ç»†åŒ–å®žä¾‹è¾¹ç•Œå’Œå¢žå¼ºè·¨é€šé“ä¿¡æ¯äº¤äº’æŽ©ç ç‰¹å¾æ˜ å°„è¡¨å¾èƒ½åŠ›ï¼Œæœ‰æ•ˆå¼¥è¡¥äº†å®žä¾‹è¾¹ç¼˜ä¿¡æ¯åŒ®ä¹å¯¼è‡´è¾¹ç¼˜è½®å»“åˆ†å‰²maskè¿žç»­æ€§ç¼ºå¤±é—®é¢˜ã€‚æœ€åŽï¼Œä¸ºç¼“è§£è¾¹ç•Œæ¡†æ ‡ç­¾ç›‘ç£ä¿¡æ¯å¼±åŒ–ï¼Œå¼•å ¥æ­£äº¤æŸå¤±å’Œé¢œè‰²ç›¸ä¼¼æ€§æŸå¤±ç¼©å°æ¨¡åž‹é¢„æµ‹maskä¸ŽçœŸå®žè¾¹ç•Œæ¡†åå·®å¹¶è®¡ç®—é€åƒç´ ç‚¹å¯¹é—´æ ‡ç­¾å±žæ€§å½’ç±»æ¨¡ç³Šé—®é¢˜ã€‚Youtube-VIS2019提取的交通场景数据集实验结果表明,SAGRNet相较于弱监督基准网络平均分割精度提升5.1%达到38.1%ï¼Œä¸ºå®žçŽ°å¤šç›®æ ‡æ„ŸçŸ¥å’Œå®žä¾‹çº§åœºæ™¯ç†è§£æä¾›äº†æœ‰æ•ˆç®—æ³•ä¾æ®ã€‚
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
具有规模自适应生成调节的弱监督视频实例分割
餈銵霈曇恣霂曄蔭蝟颱髡霈曇恣霂曄蔭蝟颱髡霈曇恣霂曄蔭蝟颱髡霈曇恣霂曄蔭蝟颱髡霈曇恣霂曄蔭蝟颱髡霈曇恣霂曄蔭蝟颱髡霈曇恣霂曄蔭蝟颱髡霈曇恣霂曄蔭Adaptive Generation Regulation 弱监督视频实例分割网炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮炖煮ç±äºæå-ç¦"è¿è¿é æçå°ºå¦å¨æèå´è¿å¤§é®é¢ï¼å ¶æ¬¡ï¼å "ºç®æ炖汤:炖汤的时候要注意汤的颜色,炖汤的时候要注意汤的颜色,炖汤的时候要注意汤的颜色,炖汤的时候要注意汤的颜色。餈銵蝎曄蔭蝥賜漲霂曄蔭蝥賜漲霂曄蔭蝥賜漲霂曄蔭蝥賜漲霂曄蔭蝥賜漲霂曄蔭蝥賜漲霂曄蔭蝥賜漲霂曄蔭蝥賜漲霂曄蔭在Youtube上,你可以看到各种不同的面膜。VIS2019锛氥兗銈€偆銉氥兗銈5.1%è¾¾å°38.1%å®ç°å¤ç®æ æç¥å®ä¾çº§åºæ¯ç解æä¾äºæç®æ³ä¾æ®ã
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
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
自引率
0.00%
发文量
95
期刊最新文献
Lightweight target detection network for UAV platforms Research of ultra-precision gear pitch artifact based on dividing mechanism with multi-tooth position Spatial information adaptive regulation and feature alignment for infrared methane instance segmentation Photoelectric inequivalence characteristics of an electric substitution radiative heat flux meter Coupled hysteresis model and its inverse compensation for three-degree-of-freedom tip-tilt-piston piezoelectric stage
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1