鐮旂┒鐩殑涓庢柟娉曪細
鍦ㄦ鐗╁浘鍍忓疄渚嬪垎鍓蹭换鍔′腑锛岀敱浜庢鐗╃绫讳笌褰㈡€佺殑澶氭牱鎬э紝閲囩敤鍏ㄧ洃鐫e涔犳椂浜轰滑寰堥毦鑾峰緱瓒抽噺銆佹湁鏁堜笖浣庢垚鏈殑璁粌鏍锋湰銆備负瑙e喅杩欎竴闂锛岃鐮旂┒鎻愬嚭涓€绉嶅熀浜庤嚜鐢熸垚鏍囩鐨凕a href="/ProductDetail.aspx?id=70&classid=29">鐜夌背鑻楁湡鍥惧儚瀹炰緥鍒嗗壊缃戠粶锛坅utomatic labelling based instance segmentation network锛孉utoLNet锛夛紝鍦ㄥ急鐩戠潱瀹炰緥鍒嗗壊妯″瀷鐨勫熀纭€涓婂姞鍏ユ爣绛捐嚜鐢熸垚妯″潡锛屽埄鐢ㄩ鑹茬┖闂磋浆鎹€佽疆寤撹窡韪拰鏈€灏忓鎺ョ煩褰㈠湪鐜夌背鑻楁湡鍥惧儚锛堜刊瑙嗗浘锛変腑鐢熸垚鐩爣杈圭晫妗嗭紙寮辨爣绛撅級锛屽埄鐢ㄥ急鏍囩浠f浛浜哄伐鏍囩鍙備笌缃戠粶璁粌锛屽湪鏃犱汉宸ユ爣绛炬潯浠朵笅瀹炵幇鐜夌背鑻楁湡鍥惧儚瀹炰緥鍒嗗壊銆
缁撴灉涓庣粨璁猴細
璇曢獙缁撴灉琛ㄦ槑锛岃嚜鐢熸垚鏍囩涓庝汉宸ユ爣绛剧殑璺濈浜ゅ苟姣斿拰浣欏鸡鐩镐技搴﹀垎鍒揪鍒?5.23%鍜?4.10%锛屾爣绛捐川閲忓彲浠ユ弧瓒冲急鐩戠潱璁粌瑕佹眰锛汚utoLNet杈撳嚭棰勬祴妗嗗拰鎺╄啘鐨勫钩鍧囩簿搴﹀垎鍒揪鍒?8.69%鍜?5.07%锛屼笌浜哄伐鏍囩璐ㄩ噺鐩告瘮锛岄娴嬫涓庢帺鑶滅殑骞冲潎绮惧害鍒嗗埆鎻愰珮浜?0.83鍜?.42涓櫨鍒嗙偣锛屼笌寮辩洃鐫fā鍨嬶紙DiscoBox鍜孊ox2Mask锛夌浉姣旓紝棰勬祴妗嗗钩鍧囩簿搴﹀垎鍒彁楂樹簡11.28鍜?.79涓櫨鍒嗙偣锛屾帺鑶滃钩鍧囩簿搴﹀垎鍒彁楂樹簡12.75鍜?0.72涓櫨鍒嗙偣锛涗笌鍏ㄧ洃鐫fā鍨嬶紙CondInst鍜孧ask R-CNN锛夌浉姣旓紝AutoLNet鐨勯娴嬫骞冲潎绮惧害鍜屾帺鑶滃钩鍧囩簿搴﹀彲浠ヨ揪鍒癈ondInst妯″瀷鐨?4.32%鍜?3.14%锛屾瘮Mask R-CNN妯″瀷鐨勯娴嬫鍜屾帺鑶滃钩鍧囩簿搴﹀垎鍒珮7.54鍜?.28涓櫨鍒嗙偣銆侫utoLNet鍙互鍒╃敤鏍囩鑷敓鎴愭ā鍧楄嚜鍔ㄨ幏寰楀浘鍍忎腑鐜夌背妞嶆牚鏍囩锛屽湪鏃犱汉宸ユ爣绛剧殑鍓嶆彁涓嬪疄鐜扮帀绫宠嫍鏈熷浘鍍忕殑瀹炰緥鍒嗗壊锛屽彲涓哄ぇ鐢扮幆澧冧笅鐨勭帀绫宠嫍鏈熷浘鍍忓疄渚嬪垎鍓蹭换鍔℃彁渚涜В鍐虫柟妗堝拰鎶€鏈敮鎸併€侟/div>
寮曟枃淇℃伅锛欬/strong>
璧甸湶闇诧紝閭撳瘨鍐帮紝鍛ㄤ簯鎴愶紝绛? 鍩轰簬鑷敓鎴愭爣绛剧殑鐜夌背鑻楁湡鍥惧儚瀹炰緥鍒嗗壊[J]. 鍐滀笟宸ョ▼瀛︽姤锛?023锛?9锛?1锛夛細201-211
doi: 10.11975/j.issn.1002-6819.202301085