褰撳墠浣嶇疆: 棣栭〉 >> 姝f枃
鏃犱漢鏈?AI綺懼噯鐩戞祴娼棿甯︹滄椿鍖栫煶鈥濃斺斿崡嫻鋒墍椴庝繚鎶ゅ洟闃熸瀯寤轟腑鍗庨矌鏅鴻兘鐩戞祴鏂拌寖寮?/h3>

鍦ㄥ叏鐞冪敓鐗╁鏍鋒т繚鎶ゆ棩鐩婂彈鍒板叧娉ㄧ殑浠婂ぉ錛屽浣曢珮鏁堛佺簿鍑嗙洃嫻嬫疆闂村甫嬋掑嵄鐗╃錛屽凡鎴愪負鐢熸佸涓庝繚鎶ょ敓鐗╁闈復鐨勯噸瑕佹寫鎴樸傝繎鏃ワ紝涓浗姘翠駭縐戝鐮旂┒闄㈠崡嫻鋒按浜х爺絀舵墍涓崕椴庝繚鎶ょ鐮斿洟闃熷湪鍥介檯鐢熸佸涓庝繚鎶ら仴鎰熸潈濞佹湡鍒娿?span style="font-family: "times new roman";">Remote Sensing in Ecology and Conservation銆嬶紙JCR Q1, IF=4.3錛孉cceptance rate = 16%錛変笂鍙戣〃浜嗛涓衡?span style="font-family: "times new roman";">A UAV鈥恇ased deep learning pipeline for intertidal macrobenthos monitoring: Behavioral and age classification in Tachypleus tridentatus鈥濈殑鐮旂┒璁烘枃銆傝鐮旂┒棣栨鏋勫緩鍩轟簬鏃犱漢鏈轟笌娣卞害瀛︿範鐨勬疆闂村甫澶у瀷搴曟爾鍔ㄧ墿鏅鴻兘鐩戞祴鎶鏈綋緋伙紝鎴愬姛瀹炵幇瀵規繏鍗辯墿縐嶄腑鍗庨矌鐨勪釜浣撹瘑鍒佽涓哄垎綾諱笌騫撮緞緇撴瀯鎺ㄦ柇錛屼負鐗╃淇濇姢鎻愪緵浜嗘妧鏈柊鏀拺銆傝璁烘枃鐢辮仈鍚堝煿鍏誨崥澹爺絀剁敓闄堟檽嫻蜂笌椴嶈櫈鍦嗗伐紼嬪笀鎷呬換鍏卞悓絎竴浣滆咃紝棰夋檽鍕囧壇鐮旂┒鍛樹負閫氳浣滆呫?/p>
浼犵粺娼棿甯︾敓鐗╃洃嫻嬩緷璧栦漢宸ユ牱鏂硅皟鏌ワ紝鑰楁椂鑰楀姏涓旂┖闂磋鐩栨湁闄愩傛湰鐮旂┒鍒涙柊鎬у湴灝嗘棤浜烘満閬ユ劅涓庢繁搴﹀涔犵洰鏍囨嫻嬫ā鍨嬬浉緇撳悎錛屾瀯寤轟簡涓濂椾粠鏁版嵁閲囬泦銆佹ā鍨嬩紭鍖栧埌鐢熸佸睘鎬цВ鏋愮殑瀹屾暣鎶鏈祦紼嬶紝緋葷粺鎬у湴瑙e喅浜嗕粠鈥滅湅寰楄鈥濄佲滆寰楀噯鈥濆埌鈥滄祴寰楃簿鈥濈殑娼棿甯︾洃嫻嬬殑鎶鏈毦棰樸備富瑕佹柟娉曚笌鎴愭灉鍖呮嫭錛?/p>
錛?錛夊湪鐩爣璇嗗埆涓庤涓虹洃嫻嬫柟闈紝鐮旂┒鍥㈤槦鏋勫緩浜嗛涓棤浜烘満騫奸矌褰卞儚鏁版嵁闆嗭紙n=761錛夛紝騫墮噰鐢ㄥ嵎縐嚜緙栫爜鍣ㄨ繘琛屾棤鐩戠潱濮挎佽仛綾伙紝鎴愬姛灝嗗辜椴庡尯鍒嗕負鈥滃煁钘忊濅笌鈥滄毚闇測濅袱縐嶈涓虹姸鎬侊紝鎬諱綋鍒嗙被綺懼害楂樿揪96%銆?/p>
錛?錛夊湪鏍稿績綆楁硶浼樺寲鏂歸潰錛岀爺絀朵互甯︽棆杞媯嫻嬪ご鐨刌OLOv11妯″瀷涓哄熀搴曪紝寮曞叆浜嗚嚜涓葷爺鍙戠殑楂樹綆棰戠壒寰佽瀺鍚堟ā鍧椾笌緇撴瀯鍖栧壀鏋濈瓥鐣ャ備紭鍖栧悗鐨勬ā鍨嬪湪鏈垎綾繪暟鎹笂錛屽彫鍥炵巼銆乵AP@50涓巑AP@50鈥?5鍒嗗埆鎻愬崌4.12%銆?.74%涓?.64%錛涘叾涓紝澶撮儴鍓灊絳栫暐鏇翠嬌妯″瀷鍙傛暟閲忎笅闄?8%錛岃綆楅噺涓嬮檷45%錛屽疄鐜頒簡綺懼害涓庢晥鐜囩殑騫寵 銆備簲鎶樹氦鍙夐獙璇佽〃鏄庢ā鍨嬭緇冩洿紼沖畾錛孏rad-CAM鍙鍖栦篃璇佸疄妯″瀷娉ㄦ剰鍔涘尯鍩熶笌椴庝釜浣撹疆寤撻珮搴﹁創鍚堛?/p>
錛?錛夊湪鐢熸佸睘鎬цВ鏋愭柟闈紝鐮旂┒棣栨寤虹珛浜嗚嚜鐒剁姸鎬佷笅娼嘩涓崕椴庡辜椴庣殑鈥滅埇琛岀棔瀹?鍓嶄綋鐢插鈥濓紙R虜=0.91錛夐珮綺懼害鍥炲綊妯″瀷銆傚挨涓哄叧閿殑鏄紝緇撳悎浠ュ線鐨勪笌鈥滃墠浣撶敳瀹?榫勬湡鈥濓紙R虜=0.99錛夋ā鍨嬶紝鎺ㄦ柇鍑虹殑榫勬湡鍦ㄦā鍨嬮嫻嬨佷漢宸ユ爣娉ㄤ笌瀹炲湴嫻嬮噺涓夌被鏁版嵁婧愰棿鏃犳樉钁楀樊寮傦紝璇佸疄浜嗗叾浣滀負縐嶇兢騫撮緞緇撴瀯鍙潬浠g悊鎸囨爣鐨勫彲琛屾с?/p>
姝ら」鎴愭灉鍏呭垎灞曠幇浜嗏滄棤浜烘満閬ユ劅+娣卞害瀛︿範鈥濇妧鏈湪鐢熸佺洃嫻嬮鍩熺殑宸ㄥぇ娼滃姏錛屾爣蹇楃潃娼棿甯︾敓鐗╃洃嫻嬩粠浼犵粺鐨勪漢宸ャ佺鏁fā寮忥紝鍚戣嚜鍔ㄥ寲銆佹櫤鑳藉寲銆佸ぇ鑼冨洿鐩戞祴鐨勮寖寮忚漿鍨嬨傚叾闈炴帴瑙﹀紡鏁版嵁閲囬泦涓嶢I瑙f瀽妯″紡錛屾棦鑳介珮鏁堣幏鍙栭噸瑕佺殑鐢熸佸弬鏁幫紙濡傝涓虹姸鎬併佺緹ゅ勾榫勭粨鏋勶級錛屽張鑳芥渶澶х▼搴﹀噺灝戝鐢熺墿鐨勫共鎵幫紝濂戝悎鏅烘収鐜繚涓庝綆紕崇悊蹇點傛澶栵紝璇ユ妧鏈鏋跺叿澶囬珮搴︾殑鍙縼縐繪э紝鍙彁渚涗竴濂楀彲閲庡閮ㄧ講銆佸彲鎵╁睍鐨勬疆闂村甫鐢熺墿鏅鴻兘鐩戞祴鏂規錛屼笉浠呬負嬋掑嵄涓崕椴庣殑淇濇姢鎻愪緵鎶鏈敮鎾戯紝涔熶負鍏朵粬澶у瀷搴曟爾鍔ㄧ墿錛堝鎷涙疆锜癸級鐨勭緹ょ粨鏋勮瘎浼般佷繚鎶ゅ尯綆$悊鎴愭晥璺熻釜鍙婃笖涓氬吋鎹曠洃嫻嬫彁渚涗簡寮哄ぇ鐨勬暟鎹寲宸ュ叿錛屽姪鍔涙疆闂村甫鐢熸佺郴緇熶繚鎶よ繄鍚戠簿鍑嗗寲銆佹櫤鑳藉寲鏂伴樁孌點?/p>

鐮旂┒鍥懼儚鎽樿
璇ョ爺絀跺伐浣滆幏寰楀浗瀹墮噸鐐圭爺鍙戣鍒掞紙2024YFD2401401錛夈佸箍涓滅渷鑷劧縐戝鍩洪噾錛?024A1515012696錛夈佸箍涓滅渷嫻蜂笂椋庣數鑱斿悎鍩洪噾錛?023A1515240004錛夌瓑欏圭洰鐨勬敮鎸併?/p>
鍏ㄦ枃閾炬帴錛?a >https://doi.org/10.1002/rse2.70036
寰俊鎵竴鎵?br>鍒嗕韓鍒版湅鍙嬪湀

鍦ㄥ叏鐞冪敓鐗╁鏍鋒т繚鎶ゆ棩鐩婂彈鍒板叧娉ㄧ殑浠婂ぉ錛屽浣曢珮鏁堛佺簿鍑嗙洃嫻嬫疆闂村甫嬋掑嵄鐗╃錛屽凡鎴愪負鐢熸佸涓庝繚鎶ょ敓鐗╁闈復鐨勯噸瑕佹寫鎴樸傝繎鏃ワ紝涓浗姘翠駭縐戝鐮旂┒闄㈠崡嫻鋒按浜х爺絀舵墍涓崕椴庝繚鎶ょ鐮斿洟闃熷湪鍥介檯鐢熸佸涓庝繚鎶ら仴鎰熸潈濞佹湡鍒娿?span style="font-family: "times new roman";">Remote Sensing in Ecology and Conservation銆嬶紙JCR Q1, IF=4.3錛孉cceptance rate = 16%錛変笂鍙戣〃浜嗛涓衡?span style="font-family: "times new roman";">A UAV鈥恇ased deep learning pipeline for intertidal macrobenthos monitoring: Behavioral and age classification in Tachypleus tridentatus鈥濈殑鐮旂┒璁烘枃銆傝鐮旂┒棣栨鏋勫緩鍩轟簬鏃犱漢鏈轟笌娣卞害瀛︿範鐨勬疆闂村甫澶у瀷搴曟爾鍔ㄧ墿鏅鴻兘鐩戞祴鎶鏈綋緋伙紝鎴愬姛瀹炵幇瀵規繏鍗辯墿縐嶄腑鍗庨矌鐨勪釜浣撹瘑鍒佽涓哄垎綾諱笌騫撮緞緇撴瀯鎺ㄦ柇錛屼負鐗╃淇濇姢鎻愪緵浜嗘妧鏈柊鏀拺銆傝璁烘枃鐢辮仈鍚堝煿鍏誨崥澹爺絀剁敓闄堟檽嫻蜂笌椴嶈櫈鍦嗗伐紼嬪笀鎷呬換鍏卞悓絎竴浣滆咃紝棰夋檽鍕囧壇鐮旂┒鍛樹負閫氳浣滆呫?/p>
浼犵粺娼棿甯︾敓鐗╃洃嫻嬩緷璧栦漢宸ユ牱鏂硅皟鏌ワ紝鑰楁椂鑰楀姏涓旂┖闂磋鐩栨湁闄愩傛湰鐮旂┒鍒涙柊鎬у湴灝嗘棤浜烘満閬ユ劅涓庢繁搴﹀涔犵洰鏍囨嫻嬫ā鍨嬬浉緇撳悎錛屾瀯寤轟簡涓濂椾粠鏁版嵁閲囬泦銆佹ā鍨嬩紭鍖栧埌鐢熸佸睘鎬цВ鏋愮殑瀹屾暣鎶鏈祦紼嬶紝緋葷粺鎬у湴瑙e喅浜嗕粠鈥滅湅寰楄鈥濄佲滆寰楀噯鈥濆埌鈥滄祴寰楃簿鈥濈殑娼棿甯︾洃嫻嬬殑鎶鏈毦棰樸備富瑕佹柟娉曚笌鎴愭灉鍖呮嫭錛?/p>
錛?錛夊湪鐩爣璇嗗埆涓庤涓虹洃嫻嬫柟闈紝鐮旂┒鍥㈤槦鏋勫緩浜嗛涓棤浜烘満騫奸矌褰卞儚鏁版嵁闆嗭紙n=761錛夛紝騫墮噰鐢ㄥ嵎縐嚜緙栫爜鍣ㄨ繘琛屾棤鐩戠潱濮挎佽仛綾伙紝鎴愬姛灝嗗辜椴庡尯鍒嗕負鈥滃煁钘忊濅笌鈥滄毚闇測濅袱縐嶈涓虹姸鎬侊紝鎬諱綋鍒嗙被綺懼害楂樿揪96%銆?/p>
錛?錛夊湪鏍稿績綆楁硶浼樺寲鏂歸潰錛岀爺絀朵互甯︽棆杞媯嫻嬪ご鐨刌OLOv11妯″瀷涓哄熀搴曪紝寮曞叆浜嗚嚜涓葷爺鍙戠殑楂樹綆棰戠壒寰佽瀺鍚堟ā鍧椾笌緇撴瀯鍖栧壀鏋濈瓥鐣ャ備紭鍖栧悗鐨勬ā鍨嬪湪鏈垎綾繪暟鎹笂錛屽彫鍥炵巼銆乵AP@50涓巑AP@50鈥?5鍒嗗埆鎻愬崌4.12%銆?.74%涓?.64%錛涘叾涓紝澶撮儴鍓灊絳栫暐鏇翠嬌妯″瀷鍙傛暟閲忎笅闄?8%錛岃綆楅噺涓嬮檷45%錛屽疄鐜頒簡綺懼害涓庢晥鐜囩殑騫寵 銆備簲鎶樹氦鍙夐獙璇佽〃鏄庢ā鍨嬭緇冩洿紼沖畾錛孏rad-CAM鍙鍖栦篃璇佸疄妯″瀷娉ㄦ剰鍔涘尯鍩熶笌椴庝釜浣撹疆寤撻珮搴﹁創鍚堛?/p>
錛?錛夊湪鐢熸佸睘鎬цВ鏋愭柟闈紝鐮旂┒棣栨寤虹珛浜嗚嚜鐒剁姸鎬佷笅娼嘩涓崕椴庡辜椴庣殑鈥滅埇琛岀棔瀹?鍓嶄綋鐢插鈥濓紙R虜=0.91錛夐珮綺懼害鍥炲綊妯″瀷銆傚挨涓哄叧閿殑鏄紝緇撳悎浠ュ線鐨勪笌鈥滃墠浣撶敳瀹?榫勬湡鈥濓紙R虜=0.99錛夋ā鍨嬶紝鎺ㄦ柇鍑虹殑榫勬湡鍦ㄦā鍨嬮嫻嬨佷漢宸ユ爣娉ㄤ笌瀹炲湴嫻嬮噺涓夌被鏁版嵁婧愰棿鏃犳樉钁楀樊寮傦紝璇佸疄浜嗗叾浣滀負縐嶇兢騫撮緞緇撴瀯鍙潬浠g悊鎸囨爣鐨勫彲琛屾с?/p>
姝ら」鎴愭灉鍏呭垎灞曠幇浜嗏滄棤浜烘満閬ユ劅+娣卞害瀛︿範鈥濇妧鏈湪鐢熸佺洃嫻嬮鍩熺殑宸ㄥぇ娼滃姏錛屾爣蹇楃潃娼棿甯︾敓鐗╃洃嫻嬩粠浼犵粺鐨勪漢宸ャ佺鏁fā寮忥紝鍚戣嚜鍔ㄥ寲銆佹櫤鑳藉寲銆佸ぇ鑼冨洿鐩戞祴鐨勮寖寮忚漿鍨嬨傚叾闈炴帴瑙﹀紡鏁版嵁閲囬泦涓嶢I瑙f瀽妯″紡錛屾棦鑳介珮鏁堣幏鍙栭噸瑕佺殑鐢熸佸弬鏁幫紙濡傝涓虹姸鎬併佺緹ゅ勾榫勭粨鏋勶級錛屽張鑳芥渶澶х▼搴﹀噺灝戝鐢熺墿鐨勫共鎵幫紝濂戝悎鏅烘収鐜繚涓庝綆紕崇悊蹇點傛澶栵紝璇ユ妧鏈鏋跺叿澶囬珮搴︾殑鍙縼縐繪э紝鍙彁渚涗竴濂楀彲閲庡閮ㄧ講銆佸彲鎵╁睍鐨勬疆闂村甫鐢熺墿鏅鴻兘鐩戞祴鏂規錛屼笉浠呬負嬋掑嵄涓崕椴庣殑淇濇姢鎻愪緵鎶鏈敮鎾戯紝涔熶負鍏朵粬澶у瀷搴曟爾鍔ㄧ墿錛堝鎷涙疆锜癸級鐨勭緹ょ粨鏋勮瘎浼般佷繚鎶ゅ尯綆$悊鎴愭晥璺熻釜鍙婃笖涓氬吋鎹曠洃嫻嬫彁渚涗簡寮哄ぇ鐨勬暟鎹寲宸ュ叿錛屽姪鍔涙疆闂村甫鐢熸佺郴緇熶繚鎶よ繄鍚戠簿鍑嗗寲銆佹櫤鑳藉寲鏂伴樁孌點?/p>

鐮旂┒鍥懼儚鎽樿
璇ョ爺絀跺伐浣滆幏寰楀浗瀹墮噸鐐圭爺鍙戣鍒掞紙2024YFD2401401錛夈佸箍涓滅渷鑷劧縐戝鍩洪噾錛?024A1515012696錛夈佸箍涓滅渷嫻蜂笂椋庣數鑱斿悎鍩洪噾錛?023A1515240004錛夌瓑欏圭洰鐨勬敮鎸併?/p>
鍏ㄦ枃閾炬帴錛?a >https://doi.org/10.1002/rse2.70036


綺ゅ叕緗戝畨澶?4010502001742鍙?/a>