[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"item-944":3,"related-944":75},{"id":4,"title":5,"url":6,"summary":7,"summary_zh":8,"content":9,"source_name":10,"source_url":8,"published_at":11,"category":12,"cover_url":8,"hotness":13,"is_selected":14,"score":15,"score_detail":16,"sources":23,"tags":25,"primary_topic":32,"secondary_topics":38,"classification":39,"search_phrases":69,"slug":72,"view_count":73,"doi":8,"paper":8,"created_at":74},944,"棉花专属知识大语言模型「棉芯1.0」发布 中国棉花产业迈入AI+科研+生产融合新阶段","https:\u002F\u002Fnews.gmw.cn\u002F2026-08\u002F26\u002Fcontent_38963850.htm","8月24日中国农业科学院棉花研究所联合西部农业研究中心发布全球首个棉花领域专属知识大语言模型「棉芯1.0」(CottonMind1.0)，采用「网页端+小程序端」双端设计：网页端为科研人员提供云端智研工作台(AI检索、文献加速阅读、知识图谱)，小程序端成为棉农随身「农技专家」(AI问答、拍照诊断、专家咨询)。模型已整合41680篇中外文科研文献、2000余项专利与国家标准、559部专业著作、1806条审定品种信息，覆盖基因功能、性状调控、品种选育、栽培管理、病虫害防控等全维度专业知识，并支持中英多语言服务。项目组负责人杨作仁表示，棉芯1.0打通了科研成果转化「最后一公里」，可服务于政府部门种植规划、防控策略与产业政策制定。",null,"![Image 1](https:\u002F\u002Fimg.gmw.cn\u002Fpic\u002FgmwLogo_share.jpg)\n\n点击右上角![Image 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记者杨舒**从中国农业科学院棉花研究所获悉，24日，该所联合中国农业科学院西部农业研究中心正式发布全球首个棉花领域专属知识大语言模型——“棉芯1.0”（CottonMind1.0），标志着我国棉花产业迈入“AI+科研+生产”深度融合的新阶段。\n\n“棉芯1.0”以“网页端+小程序端”双端设计，分别瞄准科研创新与田间生产两大核心场景。网页端为科研人员提供云端智研工作台，集成AI智能检索、文献加速阅读、知识图谱可视化等功能。小程序端可以成为棉农的随身“农技专家”，提供AI问答、拍照诊断、专家在线咨询等服务，打破了传统农技服务的时空壁垒。此外，“棉芯1.0”全平台支持中文、英文等多语言服务，为国际棉花科研协作搭建了数字化桥梁。\n\n项目组负责人杨作仁介绍，“棉芯1.0”系统已整合全球41680篇中外文科研文献、2000余项专利与国家标准、559部专业著作、1806条审定品种信息，覆盖基因功能、性状调控、品种选育、栽培管理、病虫害防控等全维度专业知识。\n\n“棉芯1.0”的发布，是我国智慧农业建设在经济作物领域的重要突破。它打通了科研成果转化“最后一公里”，构建起“科研创新—技术推广—生产应用—数据反哺”的闭环生态。同时，“棉芯1.0”通过全产业数据归集与大数据分析，可为政府部门制定种植规划、防控策略与产业扶持政策提供科学数据支撑。\n\n《光明日报》（2026年08月26日 08版）\n\n[ 责编：赵靓 ]\n\n阅读剩余全文（）\n\n![Image 15](https:\u002F\u002Fimg.gmw.cn\u002Fcontent_banner\u002Fcontent_840x120_qrcodes.jpg)\n\n## 值班总编推荐\n\n*   [重视电动车治理是对道路交通安全负责](https:\u002F\u002Fguancha.gmw.cn\u002F2026-08\u002F25\u002Fcontent_38963649.htm)\n*   [高校选课季，如何让“金课”广受欢迎？](https:\u002F\u002Fnews.gmw.cn\u002F2026-08\u002F25\u002Fcontent_38961616.htm)\n*   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光明导读\n\n*   [社会实践成为高校必修课 如何带来真收获](https:\u002F\u002Fnews.gmw.cn\u002F2026-08\u002F25\u002Fcontent_38961675.htm)\n*   [让网信企业充分释放创新活力](https:\u002F\u002Fnews.gmw.cn\u002F2026-08\u002F25\u002Fcontent_38961587.htm)\n*   [内蒙古通辽构建多能互补现代能源产业体系](https:\u002F\u002Fnews.gmw.cn\u002F2026-08\u002F25\u002Fcontent_38961661.htm)\n*   [湖南援疆医疗队对口支援吐鲁番:\"毛医生\"扎根\"火洲\"](https:\u002F\u002Fnews.gmw.cn\u002F2026-08\u002F25\u002Fcontent_38961656.htm)\n*   [APEC海关手续分委会2026年第二次全体会议举行](https:\u002F\u002Fnews.gmw.cn\u002F2026-08\u002F25\u002Fcontent_38961590.htm)\n\n## 光明图片\n\n*   [![Image 17](https:\u002F\u002Fimgnews.gmw.cn\u002Fattachement\u002Fjpg\u002Fsite2\u002F20260824\u002Ff44d305ea4b62bf6613a14.jpg)](https:\u002F\u002Fpolitics.gmw.cn\u002F2026-08\u002F24\u002Fcontent_38961118.htm)[习近平同约旦国王阿卜杜拉二世会谈](https:\u002F\u002Fpolitics.gmw.cn\u002F2026-08\u002F24\u002Fcontent_38961118.htm)\n*   [![Image 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[光明网邮箱](https:\u002F\u002Fmail.gmw.cn\u002F)\n*   [网站地图](https:\u002F\u002Fwww.gmw.cn\u002Fmap.htm)\n\n![Image 20](https:\u002F\u002Fchannel-analysis.gmw.cn\u002F1.gif?s=1787702980444&cl=4108&pd=2026-08-26&ci=38963850&r=https:\u002F\u002Fnews.gmw.cn\u002F2026-08\u002F26\u002Fcontent_38963850.htm&at=%E8%B5%B5%E9%9D%93&tt=%E6%A3%89%E8%8A%B1%E4%B8%93%E5%B1%9E%E7%9F%A5%E8%AF%86%E5%A4%A7%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B%E2%80%9C%E6%A3%89%E8%8A%AF1.0%E2%80%9D%E5%8F%91%E5%B8%83%20_%E5%85%89%E6%98%8E%E7%BD%91)\n\n[](https:\u002F\u002Fwww.facebook.com\u002Fguangmingonline)[](https:\u002F\u002Fwww.facebook.com\u002Fguangmingonline)\n\n[](https:\u002F\u002Ftwitter.com\u002FGuangming_Daily)[](https:\u002F\u002Ftwitter.com\u002FGuangming_Daily)\n\n[](javascript:;)","光明日报 2026-08-26 第8版","2026-08-26T00:00:00Z","报道",10,true,88,{"impact":17,"substance":18,"depth":19,"authority":20,"freshness":13,"relevant":21,"comment":22},25,22,16,15,1,"全球首个棉花专属大模型发布，标志产业迈入AI融合新阶段，信息详实，权威央媒报道，时效性强。",[24],{"name":10,"url":6},[26,27,28,29,30,31],"智慧农业","中国农科院","大语言模型","棉花所","棉芯1.0","经济作物",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},"A6","cash-crops","棉麻糖与特色经作","\u002Ftopic\u002Ffield-crops\u002Fcash-crops","A",[],{"status":40,"locked":41,"version":42,"method":43,"evidence":44},"classified",false,"2026-10-22.2","rules",{"candidates":45,"agricultural_evidence":14},[46,52,59,64],{"code":33,"score":47,"supported":14,"title":48,"abstract":50,"tags":51},11,[49],"棉花",[49],[],{"code":53,"score":54,"supported":14,"title":55,"abstract":56,"tags":58},"G1",3,[],[57],"成果转化",[],{"code":60,"score":21,"supported":41,"title":61,"abstract":62,"tags":63},"I1",[],[],[26],{"code":65,"score":21,"supported":41,"title":66,"abstract":67,"tags":68},"I2",[],[],[28],[70,71],"中国农科院 大语言模型 智慧农业 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Research)》上。棉蚜是世界性重大害虫,寄主范围广泛,并在长期进化中形成了寄主专化型现象,不同专化型对其寄主表现出高度适应性;棉蚜如何跨越屏障完成新寄主适应的分子机制尚不清楚。研究团队构建了棉蚜寄主转换的动态表观遗传图谱,发现棉蚜在适应新寄主过程中,全基因组DNA甲基化水平呈先升后降趋势,核心调控因子发挥表观遗传开关作用。进一步研究发现,该核心调控因子在早期优先激活棉蚜解毒基因,帮助棉蚜克服新寄主的化学防御,随后激活繁殖基因保障棉蚜种群建立。该成果为开发棉蚜新型绿色防控技术与可持续害虫管理提供了理论支撑,得到河南省自然科学基金、国家重点研发计划等项目支持。","近日，中国农业科学院棉花研究所棉花虫害防控与生物安全创新团队研究发现棉蚜通过DNA甲基化重编程，实现从解毒生存到建立种群的时序性适应策略。相关研究成果发表在《前沿研究杂志（Journal of Advanced Research）》上。\n\n棉蚜是世界性重大害虫，寄主范围广泛，并在长期进化中形成了寄主专化型现象，不同专化型对其寄主表现出高度适应性。棉蚜如何跨越屏障完成新寄主适应的分子机制尚不清楚。\n\n该研究构建了棉蚜寄主转换的动态表观遗传图谱，发现棉蚜在适应新寄主过程中，全基因组DNA甲基化水平呈先升后降趋势，核心调控因子发挥表观遗传开关作用。进一步研究发现，该核心调控因子在早期优先激活棉蚜解毒基因，帮助棉蚜克服新寄主的化学防御，随后激活繁殖基因保障棉蚜种群建立。该成果为开发棉蚜新型绿色防控技术与可持续害虫管理提供了理论支撑。\n\n该研究得到河南省自然科学基金、国家重点研发计划等项目支持。","中国农科院网 2026-08-03","2026-08-03T00:00:00Z",82,{"impact":18,"substance":18,"depth":88,"authority":89,"freshness":76,"relevant":21,"comment":212},"国家级科研机构发布棉蚜表观遗传研究突破，对农业害虫防控有重要科学价值，但时效性稍差。",[214],{"name":208,"url":205},[27,29,216,217,218,219,220],"棉蚜","DNA甲基化","表观遗传","寄主适应","Journal of Advanced Research",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[],{"status":40,"locked":41,"version":42,"method":43,"evidence":224},{"candidates":225,"agricultural_evidence":14},[226,230],{"code":33,"score":47,"supported":14,"title":227,"abstract":228,"tags":229},[49],[49],[],{"code":231,"score":54,"supported":14,"title":232,"abstract":233,"tags":235},"F4",[],[234],"绿色防控",[],[237,238],"中国农科院 寄主适应 表观遗传 DNA甲基化","中国农科院 寄主适应","中国农科院寄主适应表观遗传DNA甲基化-280","2026-08-07T23:57:49.864553Z",{"id":242,"title":243,"url":244,"summary":245,"summary_zh":8,"content":246,"source_name":247,"source_url":8,"published_at":209,"category":12,"cover_url":8,"hotness":13,"is_selected":41,"score":124,"score_detail":248,"sources":251,"tags":253,"primary_topic":254,"secondary_topics":255,"classification":256,"search_phrases":272,"slug":275,"view_count":276,"doi":8,"paper":8,"created_at":277},191,"棉蚜适应新寄主的开关找到了——中国农科院棉花所揭示DNA甲基化重编程机制","https:\u002F\u002Fnew.qq.com\u002Frain\u002Fa\u002F20260803A032SA00","中国农业科学院棉花研究所棉花虫害防控与生物安全创新团队研究发现,棉蚜通过DNA甲基化重编程,实现从解毒生存到建立种群的时序性适应策略,研究成果发表于Journal of Advanced Research。研究构建了棉蚜寄主转换的动态表观遗传图谱,发现棉蚜在适应新寄主过程中全基因组DNA甲基化水平呈先升后降趋势,核心调控因子在早期优先激活棉蚜解毒基因帮助克服新寄主的化学防御,随后激活繁殖基因保障种群建立,为开发棉蚜新型绿色防控技术与可持续害虫管理提供了理论支撑。","window.DATA = 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font-style: normal; font-weight: normal; letter-spacing: 0.034em; line-height: 1.6\\\"\\u003e棉花虫害防控与生物安全创新团队研究发现棉蚜通过DNA甲基化重编程，实现从解毒生存到建立种群的时序性适应策略。相关研究成果发表在\\u003cspan style=\\\"color: rgb(4, 102, 141); font-weight: bold\\\" textstyle=\\\"\\\"\\u003e《前沿研究杂志（Journal of Advanced Research）》\\u003c\u002Fspan\\u003e上。\\u003c\u002Fspan\\u003e\\u003c\u002Fspan\\u003e\\u003c\u002Fspan\\u003e\\u003c\u002Fp\\u003e\\u003c\u002Fsection\\u003e\\u003csection data-nest-level=\\\"5\\\" style=\\\"box-sizing: border-box; display: flex; flex-flow: row; justify-content: flex-start; margin: 0px\\\"\\u003e\\u003csection data-nest-level=\\\"6\\\" style=\\\"align-self: flex-end; box-sizing: border-box; display: inline-block; flex: 0 0 0%; height: auto; margin: 0px 4px 0px 0px; vertical-align: bottom; width: auto\\\"\\u003e\\u003csection data-nest-level=\\\"7\\\" style=\\\"-moz-transform: perspective(0px); -o-transform: perspective(0px); -webkit-transform: perspective(0px); box-sizing: border-box; transform: 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style=\\\"color: rgba(0, 0, 0, 0.9); font-size: 17px; font-style: normal; font-weight: normal; letter-spacing: 0.034em; line-height: 1.6\\\"\\u003e棉蚜是世界性重大害虫，寄主范围广泛，并在长期进化中形成了寄主专化型现象，不同专化型对其寄主表现出高度适应性。棉蚜如何跨越屏障完成新寄主适应的分子机制尚不清楚。\\u003c\u002Fspan\\u003e\\u003c!--NO_AD_0--\\u003e\\u003c!--EOP_0--\\u003e\\u003c\u002Fp\\u003e\\u003c!--PARAGRAPH_0--\\u003e\\u003cp style=\\\"margin-bottom: 8px\\\"\\u003e\\u003cspan leaf=\\\"\\\" style=\\\"color: rgba(0, 0, 0, 0.9); font-size: 17px; font-style: normal; font-weight: normal; letter-spacing: 0.034em; line-height: 1.6\\\"\\u003e该研究构建了棉蚜寄主转换的动态表观遗传图谱，发现棉蚜在适应新寄主过程中，全基因组DNA甲基化水平呈先升后降趋势，核心调控因子发挥表观遗传开关作用。进一步研究发现，该核心调控因子在早期优先激活棉蚜解毒基因，帮助棉蚜克服新寄主的化学防御，随后激活繁殖基因保障棉蚜种群建立。该成果为开发棉蚜新型绿色防控技术与可持续害虫管理提供了理论支撑。\\u003c\u002Fspan\\u003e\\u003c!--NO_AD_1--\\u003e\\u003c!--EOP_1--\\u003e\\u003c\u002Fp\\u003e\\u003c!--PARAGRAPH_1--\\u003e\\u003cp style=\\\"margin-bottom: 8px\\\"\\u003e\\u003cspan leaf=\\\"\\\" style=\\\"color: rgba(0, 0, 0, 0.9); font-size: 17px; font-style: normal; font-weight: normal; letter-spacing: 0.034em; line-height: 1.6\\\"\\u003e该研究得到河南省自然科学基金、国家重点研发计划等项目支持。\\u003c\u002Fspan\\u003e\\u003c\u002Fp\\u003e\\u003csection class=\\\"js_darkmode__9\\\" data-nest-level=\\\"3\\\" data-pm-slice=\\\"1 3 []\\\" data-style=\\\"margin-right: 8px; margin-bottom: 8px; margin-left: 8px; outline: 0px; font-family: system-ui, -apple-system, BlinkMacSystemFont, \\u0026#34;Helvetica Neue\\u0026#34;, \\u0026#34;PingFang SC\\u0026#34;, \\u0026#34;Hiragino Sans GB\\u0026#34;, \\u0026#34;Microsoft YaHei UI\\u0026#34;, \\u0026#34;Microsoft YaHei\\u0026#34;, Arial, sans-serif; letter-spacing: 0.544px; text-wrap: wrap; background-color: rgb(255, 255, 255); text-align: center; visibility: visible;\\\" nodeleaf=\\\"\\\" style=\\\"-webkit-tap-highlight-color: transparent; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); box-sizing: border-box !important; color: rgba(0, 0, 0, 0.9); font-size: 17px; font-style: normal; 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visibility: visible; widows: 2; word-spacing: 0px\\\"\\u003e\\u003cspan style=\\\"color: rgb(136, 136, 136); font-size: 15px\\\" textstyle=\\\"\\\"\\u003e来源\\u003c\u002Fspan\\u003e\\u003c\u002Fspan\\u003e\\u003cspan class=\\\"js_darkmode__13\\\" data-nest-level=\\\"4\\\" leaf=\\\"\\\" style=\\\"-webkit-tap-highlight-color: transparent; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); box-sizing: border-box !important; color: rgba(0, 0, 0, 0.9); flex-direction: column; font-size: 17px; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: normal; letter-spacing: 0.034em; line-height: 1.6; margin: 0px; max-width: none !important; orphans: 2; outline: 0px; overflow-wrap: break-word !important; padding: 0px; text-align: center; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; visibility: visible; widows: 2; word-spacing: 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box-sizing: border-box !important; color: rgba(0, 0, 0, 0.9); flex-direction: column; font-size: 17px; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: normal; letter-spacing: 0.034em; line-height: 1.6; margin: 0px; max-width: none !important; orphans: 2; outline: 0px; overflow-wrap: break-word !important; padding: 0px; text-align: center; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; visibility: visible; widows: 2; word-spacing: 0px\\\"\\u003e\\u003cspan style=\\\"color: rgb(136, 136, 136); font-size: 15px\\\" textstyle=\\\"\\\"\\u003e作者丨\\u003c\u002Fspan\\u003e\\u003c\u002Fspan\\u003e\\u003cspan data-pm-slice=\\\"0 0 []\\\"\\u003e\\u003cspan leaf=\\\"\\\" style=\\\"-webkit-tap-highlight-color: transparent; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); box-sizing: border-box !important; color: rgba(0, 0, 0, 0.9); flex-direction: column; font-size: 17px; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: normal; letter-spacing: 0.034em; line-height: 1.6; margin: 0px; max-width: none !important; orphans: 2; outline: 0px; overflow-wrap: break-word !important; padding: 0px; text-align: center; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; visibility: visible; widows: 2; word-spacing: 0px\\\"\\u003e\\u003cspan style=\\\"color: rgb(136, 136, 136); font-size: 15px\\\" textstyle=\\\"\\\"\\u003e高雪珂\\u003c\u002Fspan\\u003e\\u003c\u002Fspan\\u003e\\u003c\u002Fspan\\u003e\\u003c\u002Fsection\\u003e\\u003csection class=\\\"js_darkmode__11\\\" data-nest-level=\\\"3\\\" data-pm-slice=\\\"0 0 []\\\" style=\\\"-webkit-tap-highlight-color: transparent; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); box-sizing: border-box !important; color: rgba(0, 0, 0, 0.9); font-size: 17px; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: 400; letter-spacing: 0.544px; margin: 0px; max-width: 100%; orphans: 2; outline: 0px; overflow-wrap: break-word !important; padding: 0px; text-align: center; text-decoration-color: initial; text-decoration-style: initial; text-indent: 0px; text-transform: none; visibility: visible; white-space: normal; widows: 2; word-spacing: 0px\\\"\\u003e\\u003cspan leaf=\\\"\\\" style=\\\"-webkit-tap-highlight-color: transparent; -webkit-text-stroke-width: 0px; background-color: rgb(255, 255, 255); box-sizing: border-box !important; color: rgba(0, 0, 0, 0.9); flex-direction: column; font-size: 17px; font-style: normal; font-variant-caps: normal; font-variant-ligatures: normal; font-weight: normal; letter-spacing: 0.034em; line-height: 1.6; margin: 0px; max-width: none !important; orphans: 2; outline: 0px; overflow-wrap: break-word !important; padding: 0px; text-align: center; text-decoration-color: initial; text-decoration-style: initial; text-decoration-thickness: initial; text-indent: 0px; text-transform: none; visibility: visible; widows: 2; word-spacing: 0px\\\"\\u003e\\u003cspan style=\\\"color: rgb(136, 136, 136); font-size: 15px\\\" textstyle=\\\"\\\"\\u003e通讯员丨梁冰\\u003c\u002Fspan\\u003e\\u003c\u002Fspan\\u003e\\u003cspan data-pm-slice=\\\"1 1 [\\u0026#34;para\\u0026#34;,{\\u0026#34;tagName\\u0026#34;:\\u0026#34;section\\u0026#34;,\\u0026#34;attributes\\u0026#34;:{\\u0026#34;style\\u0026#34;:\\u0026#34;box-sizing: border-box;font-style: normal;font-weight: 400;text-align: justify;font-size: 16px;colo\n[…全文已截断…]","中国农业科学院棉花研究所 2026-08-03",{"impact":18,"substance":18,"depth":88,"authority":89,"freshness":249,"relevant":21,"comment":250},9,"国家级科研机构发布棉蚜寄主适应机制新发现，具科研价值，但属细分领域进展，影响范围有限。",[252],{"name":247,"url":244},[27,234,29,216,217],{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[],{"status":40,"locked":41,"version":42,"method":43,"evidence":257},{"candidates":258,"agricultural_evidence":14},[259,263,267],{"code":33,"score":47,"supported":14,"title":260,"abstract":261,"tags":262},[49],[49],[],{"code":231,"score":145,"supported":14,"title":264,"abstract":265,"tags":266},[],[234],[234],{"code":268,"score":21,"supported":41,"title":269,"abstract":270,"tags":271},"H8",[],[],[234],[273,274],"中国农科院 绿色防控 DNA甲基化 棉花所","中国农科院 绿色防控","中国农科院绿色防控DNA甲基化棉花所-191",7,"2026-08-04T01:15:44.465753Z",{"id":279,"title":280,"url":281,"summary":282,"summary_zh":8,"content":8,"source_name":283,"source_url":8,"published_at":284,"category":285,"cover_url":8,"hotness":13,"is_selected":41,"score":286,"score_detail":287,"sources":290,"tags":292,"primary_topic":296,"secondary_topics":297,"classification":303,"search_phrases":326,"slug":329,"view_count":115,"doi":8,"paper":330,"created_at":339},5532,"精准棉花病害管理：融合无人机影像与定制YOLO深度学习框架","https:\u002F\u002Farxiv.org\u002Fabs\u002F2610.24182","研究提出单阶段全卷积检测器Cotton-Vision，融合幽灵瓶颈通道注意力与跨阶段部分融合三项轻量化设计，参数减少20%。在巴基斯坦旁遮普省7个棉田采集的2700余幅高分辨率无人机影像上测试，精确率97.7%、召回率77.7%、mAP@50为85.6%，较主流基线提升10至20个百分点。预印本，仅在巴基斯坦单一区域验证。","arXiv 预印本 2026-10-16","2026-10-16T00:00:00Z","论文",69,{"impact":19,"substance":288,"depth":127,"authority":249,"freshness":76,"relevant":21,"comment":289},21,"方法轻量化与实测数据有增量，但仅单区域预印本验证，属细分技术进展，可入精选备选。",[291],{"name":283,"url":281},[26,132,293,294,295],"目标检测","无人机遥感","棉花病害",{"code":33,"slug":34,"name":35,"path":36,"parent_code":37},[298],{"code":65,"slug":299,"name":300,"path":301,"parent_code":302},"agricultural-ai","农业AI与大模型","\u002Ftopic\u002Fdigital-agriculture\u002Fagricultural-ai","I",{"status":40,"locked":41,"version":42,"method":43,"evidence":304},{"candidates":305,"agricultural_evidence":14},[306,312,317,321],{"code":65,"score":88,"supported":14,"title":307,"abstract":310,"tags":311},[308,309],"深度学习","YOLO",[],[132,293],{"code":33,"score":47,"supported":14,"title":313,"abstract":314,"tags":316},[49],[315],"cotton",[],{"code":60,"score":21,"supported":41,"title":318,"abstract":319,"tags":320},[],[],[26],{"code":322,"score":21,"supported":41,"title":323,"abstract":324,"tags":325},"I3",[],[],[294],[327,328],"Cotton-Vision 棉花病害","无人机影像 棉花 检测","Cotton-Vision棉花病害-5532",{"doi":8,"openalex_id":8,"authors":331,"venue":8,"cited_by_count":115,"oa_url":8,"card":332,"direction":336,"ingested_from":338},[],{"tldr":333,"method":334,"finding":335,"direction":336,"opportunity":337},"提出轻量化检测器Cotton-Vision，用无人机影像精准识别棉花病害。","基于YOLO改进，融合幽灵瓶颈通道注意力与跨阶段部分融合，用2700余幅无人机影","精确率97.7%、mAP@50达85.6%，较主流基线提升10至20个百分点。","农业遥感与作物表型","仅在巴基斯坦单一区域验证，可扩展至多区域多品种，并探索边缘设备实时部署。","agent","2026-10-22T00:07:09.816790Z"]