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ECCV2018|鏃疯绉戞妧鎻愬嚭缁熶竴鎰熺煡瑙f瀽缃戠粶UPerNet 浼樺寲鍦烘櫙鐞嗚В

2018-08-27 20:31


鏈哄櫒涔嬪績鍙戝竷


浣滆€咃細Tete Xiao銆乊ingcheng Liu銆?/P>

Bolei Zhou銆乊uning Jiang銆丣ian Sun





鍏ㄧ悆璁$畻鏈鸿瑙変笁澶ч《浼氫箣涓€ ECCV 2018锛圗uropean Conference on Computer Vision锛夊嵆灏嗕簬 9 鏈?8 -14 鏃ュ湪寰峰浗鎱曞凹榛戞媺寮€甯峰箷銆傚眾鏃讹紝鏃疯棣栧腑绉戝瀹跺瓩鍓戝崥澹皢甯﹂鍥㈤槦杩滆荡鐩涗細锛屽姪鍔涜绠楁満瑙嗚鎶€鏈殑浜ゆ祦涓庤惤鍦般€傛湰鏂囦粙缁嶄簡鏃疯绉戞妧琚?ECCV 2018 鎵€鎺ユ敹鐨勪竴绡囪鏂囷紝璇ヨ鏂囨彁鍑轰簡涓€绉嶇敤浜庡満鏅悊瑙g殑缁熶竴鎰熺煡瑙f瀽缃戠粶鈥斺€擴PerNet銆?/P>



 

璁烘枃鍚嶇О锛氥€奤nified Perceptual Parsing for Scene Understanding銆?/P>







  •  

    璁烘枃閾炬帴锛歨ttps://arxiv.org/abs/1807.10221



  •  浠g爜閾炬帴锛歨ttps://github.com/CSAILVision/unifiedparsing 




鐩綍






  • 瀵艰



  • 鑳屾櫙



  • 璁捐鎬濇兂



  • 瀹氫箟 UPP




  • Broden+



  • 鎸囨爣




  • UPerNet




  • 鑳屾櫙



  • 鏋舵瀯




  • 瀹為獙




  • 缁撴灉



  • 瑙嗚鐭ヨ瘑




  • 缁撹



  • 鍙傝€冩枃鐚?/P>




瀵艰



浜虹被瀵逛笘鐣岀殑瑙嗚鐞嗚В鏄灞傛鐨勶紝鍙互杞绘澗鍒嗙被鍦烘櫙锛屾娴嬪叾涓殑鐗╀綋锛屼箖鑷宠瘑鍒墿浣撶殑閮ㄥ垎銆佺汗鐞嗗拰鏉愯川銆傚湪鏈枃涓紝鏃疯绉戞妧鎻愬嚭涓€绉嶇О涔嬩负缁熶竴鎰熺煡瑙f瀽锛圲nified Perceptual Parsing/UPP锛夌殑鏂颁换鍔★紝瑕佹眰鏈哄櫒瑙嗚绯荤粺浠庝竴寮犲浘鍍忎腑璇嗗埆鍑哄敖鍙兘澶氱殑瑙嗚姒傚康銆傚悓鏃讹紝澶氫换鍔℃鏋?UPerNet 琚彁鍑猴紝璁粌绛栫暐琚紑鍙戜互瀛︿範娣锋潅鏍囨敞锛坔eterogeneous annotations锛夈€傛椃瑙嗙鎶€鍦?UPP 涓婂 UPerNet 鍋氫簡鍩哄噯娴嬭瘯锛岀粨鏋滆〃鏄庡叾鍙湁鏁堝垎鍓插ぇ閲忕殑鍥惧儚姒傚康銆傝繖涓€宸茶缁冪綉缁滆繘涓€姝ョ敤浜庡彂鐜拌嚜鐒跺満鏅腑鐨勮瑙夌煡璇嗐€?/P>




鑳屾櫙




浜虹被瑙嗚绯荤粺涓€鐪煎嵆鍙粠涓€寮犲浘鍍忎腑鎻愬彇澶ч噺璇箟淇℃伅銆備汉绫讳笉浠呭彲浠ョ珛鍗宠В鏋愬叾涓殑鐗╀綋锛岃繕鑳借瘑鍒粏鑺傚睘鎬э紝姣斿鍏堕儴鍒嗐€佺汗鐞嗗拰鏉愯川銆傚鍥?1 鎵€绀猴紝杩欐槸涓€闂磋捣灞呭锛屾湁鐫€寰堝涓嶅悓鐗╀綋锛屾瘮濡備竴寮犲挅鍟℃锛屼竴骞呯敾锛屼互鍙婂闈€傚悓鏃讹紝鎴戜滑杩樼湅鍒帮紝杩欐槸涓€寮犲洓鑵垮挅鍟℃锛屾闈箣涓婃湁涓€鍧楁鍨紝浠ュ強妗屽瓙鏄湪璐ㄧ殑锛屾矙鍙戣〃灞傛槸閽堢粐鐨勩€傚彲瑙侊紝浠庢潗璐ㄣ€佺汗鐞嗙殑瑙嗚鎰熺煡鍒扮墿浣撳強鍏堕儴鍒嗙殑璇箟鎰熺煡锛屾垜浠杩欎竴瑙嗚鍦烘櫙鐨勬弿杩版槸澶氬眰娆$殑銆?/P>




鍥?1锛氶拡瀵?UPP 璁粌鐨勭缁忕綉缁滃彲涓€娆℃€цВ鏋愪笉鍚屾劅鐭ュ眰娆$殑瑙嗚姒傚康锛屾瘮濡傚満鏅€佺墿浣撱€侀儴鍒嗐€佺汗鐞嗐€佹潗璐ㄧ瓑銆?/P>





杩戝勾鏉ワ紝鐢变簬娣卞害绁炵粡缃戠粶鍜屽ぇ鍨嬫暟鎹泦鐨勫彂灞曪紝璁$畻鏈鸿瑙夎瘑鍒兘鍔涘彇寰楅噸澶ц繘姝ワ紝涓嶆柇閫艰繎鐢氳嚦瓒呰秺浜虹被姘村噯銆備絾鏄紝瑙嗚璇嗗埆浠诲姟涓嶅悓锛屽叾鐮旂┒涔熷悇涓嶇浉鍚屻€傛瘮濡傦紝鐗╀綋妫€娴嬪拰鍦烘櫙璇嗗埆宸茶揪鍒颁汉绫绘按骞筹紝瑙f瀽鍜屽垎鍓茬殑绮剧‘搴﹀彲鑷冲儚绱犵骇锛涚汗鐞嗗拰鏉愯川鐨勬劅鐭ヤ笌璇嗗埆鍚屾牱鏈夌潃鍏呭垎鐨勭爺绌躲€?/P>




璁捐鎬濇兂




鍦ㄤ汉绫昏瑙夌郴缁熶腑锛屼笂杩颁换鍔$殑瀹屾垚鏄竴姝ュ埌浣嶇殑锛岃繖灏辨姏缁欒绠楁満瑙嗚妯″瀷涓€涓棶棰橈細涓€涓缁忕綉缁滄槸鍚﹀彲浠ュ悓鏃惰В鍐宠嫢骞蹭釜涓嶅悓鐨勮瑙変换鍔°€傛湰鏂囨妸杩欎釜闂浠ヤ竴椤规柊浠诲姟鐨勫舰寮忔彁鍑猴紝绉颁箣涓虹粺涓€鎰熺煡瑙f瀽锛圲nified Perceptual Parsing/UPP锛夛紝骞剁粰鍑轰竴绉嶅叏鏂扮殑瀛︿範鏂规硶瑙e喅瀹冦€?/P>




UPP 鏈夎嫢骞蹭釜鎸戞垬銆傞鍏堬紝娌℃湁涓€涓兜鐩栨墍鏈夊眰闈㈣瑙変俊鎭殑鏍囨敞鏁版嵁闆嗐€備笉鍚岀殑鏁版嵁闆嗘槸閽堝涓€椤归」鐗瑰畾浠诲姟鑰屾墦閫犵殑銆傛瘮濡?ADE20K 鏁版嵁闆嗙敤浜庡満鏅В鏋愶紝DTD 鏁版嵁闆嗙敤浜庣汗鐞嗚瘑鍒紝OpenSurfaces 鏁版嵁闆嗙敤浜庢潗璐ㄥ拰琛ㄩ潰璇嗗埆銆傚叾娆★紝涓嶅悓鎰熺煡灞傞潰鐨勬敞瑙d篃鏄贩鏉傜殑銆傛瘮濡傦紝ADE20K 鏁版嵁闆嗙殑娉ㄨВ鏄儚绱犵骇鐨勶紝鑰?DTD 鏁版嵁闆嗗垯鏄浘鍍忕骇鐨勩€?/P>




涓鸿В鍐充笂杩版寫鎴橈紝鏈枃鎻愬嚭涓€涓柊妗嗘灦锛屾暣鍚堜笉鍚屾暟鎹泦涔嬮棿鐨勫樊寮傛€э紝骞跺涔犺仈鍚堟娴嬩笉鍚岃瑙夋蹇点€備竴鏂归潰锛屾湰鏂囦粠姣忔杩唬涓殢鏈洪噰鏍蜂竴涓暟鎹簮锛屽苟鍙洿鏂扮浉鍏冲眰锛屼互浠庢暟鎹簮涓帹鐞嗘蹇点€傝繖鏍风殑璁捐浼氳閬夸笉绋冲畾琛屼负锛屾瘮濡傛煇涓€鐗瑰畾姒傚康娉ㄨВ鐨勬搴﹀甫鏈夊櫔闊炽€?/P>




鍙︿竴鏂归潰锛岃妗嗘灦鍊熷姪鍗曚竴缃戠粶鐗瑰緛鐨勫垎灞傚睘鎬э紝鍗筹紝瀵逛簬楂樺眰璇箟姒傚康姣斿鍦烘櫙鍒嗙被锛屽垎绫诲櫒鍙熀浜庡甫鏈夎緝楂樼骇璇箟淇℃伅鐨勭壒寰佸浘鑰屾瀯寤猴紱瀵逛簬杈冧綆绾ц涔変俊鎭紝姣斿鐗╀綋鍜屾潗璐ㄥ垎鍓诧紝鍒嗙被鍣ㄥ彧鍩轰簬鎵€鏈夐樁娈电殑鎴栬€呭甫鏈変綆绾ц涔変俊鎭殑鐗瑰緛鍥捐€屾瀯寤恒€傝繘鑰岋紝鏈枃鎻愬嚭涓€绉嶈缁冩柟娉曪紝鍙娇缃戠粶鍙娇鐢ㄥ浘鍍忕骇鐨勬敞瑙e嵆鍙娴嬪儚绱犵骇鐨勭汗鐞嗘爣绛俱€?/P>




鏈枃璐$尞鍙綊绾充负濡備笅 3 涓柟闈細1锛夋彁鍑轰竴绉嶆柊瑙f瀽浠诲姟鈥斺€旂粺涓€鎰熺煡瑙f瀽锛圲PP锛夛紝瀹冮渶瑕佺郴缁熶竴娆℃€цВ鏋愬灞傛瑙嗚姒傚康锛?锛夋彁鍑轰竴绉嶅甫鏈夊眰绾х粨鏋勭殑鍏ㄦ柊缃戠粶鈥斺€擴PerNet锛屽彲瀛︿範涓嶅悓鍥惧儚鏁版嵁闆嗕腑鐨勫樊寮傚寲鏁版嵁锛?锛夎缃戠粶鍙疄鐜拌仈鍚堟帹鐞嗭紝骞跺彂鎺樺浘鍍忎箣涓赴瀵岀殑瑙嗚鐭ヨ瘑銆?/P>




瀹氫箟 UPP




UPP 浠诲姟鏄寚浠庝竴寮犵粰瀹氬浘鍍忎腑璇嗗埆鍑哄敖鍙兘澶氱殑瑙嗚姒傚康锛屼粠鍦烘櫙鏍囩锛岀墿浣擄紝鍒板叾閮ㄥ垎銆佺汗鐞嗗拰鏉愯川锛岃瑙夋蹇垫槸澶氬眰娆$殑銆傝浠诲姟渚濊禆浜庝笉鍚岃缁冩暟鎹殑鍙敤鎬с€傜敱浜庢病鏈変竴涓幇鏈夋暟鎹泦鍙弧瓒虫潯浠讹紝鏈枃閫氳繃鏁村悎鑻ュ共涓浘鍍忔爣娉ㄦ簮鑰屾垚涓€涓柊鏁版嵁闆嗏€斺€擝roden+銆?/P>




鏁版嵁闆?/P>




鏂版暟鎹泦鏋勫缓鐨勫熀纭€鏄?Broadly Densely Labeled Dataset锛圔roden锛夛紝杩欐槸涓€涓寘鍚笉鍚岃瑙夋蹇电殑娣锋潅鏁版嵁闆嗐€備絾鏄敱浜庡叾璁捐鍒濊》锛孊roden 骞朵笉閫傜敤浜庡垎鍓茬綉缁滅殑璁粌銆備负姝ゆ湰鏂囦粠 4 涓柟闈㈠仛鍑轰紭鍖栵紝寰楀埌浜?Broden+ 鏁版嵁闆嗭細






  1. 鍘绘帀涓嶅悓鏁版嵁闆嗙殑鐩镐技姒傚康锛?/P>



  2. 鍙繚鐣欒嚦灏戝嚭鐜板湪 50 寮犲浘鍍忎互涓娿€佸湪鏁翠釜鏁版嵁闆嗕腑鑷冲皯鍖呭惈 50000 鍍忕礌鐨勭墿浣撶被鍒紱



  3. 鎵嬪姩鍘绘帀 OpenSurfaces 鏁版嵁闆嗕腑鐨勪笅閲囨牱鏍囩锛?/P>



  4. 鎶?ADE20K 鏁版嵁闆嗕腑 400+ 涓満鏅爣绛炬槧灏勫埌 Places 鏁版嵁闆嗕腑鐨?365 涓爣绛俱€?/P>




杩欐牱锛岀粡杩囨爣鍑嗗寲宸ヤ綔鑰屽緱鍒扮殑鏂版暟鎹泦鍏卞寘鍚?57095 寮犲浘鍍忥紝鍏朵腑 22210 寮犳潵鑷?ADE20K锛?0103 寮犳潵鑷?Pascal-Context 鍜?Pascal-Part锛?9142 寮犳潵鑷?OpenSurfaces锛?640 寮犳潵鑷?DTD锛屽琛?1 鎵€绀恒€傚浘 3 鏄竴浜涘疄渚嬨€?/P>


 



琛?1锛欱roden+ 鏁版嵁闆嗕腑姣忎竴鏍囩绫诲瀷鐨勭粺璁′俊鎭紝鍏惰瘎浼版寚鏍囦篃宸茬粰鍑恒€?/P>





鍥?3锛欱roden+ 鏁版嵁闆嗗疄渚嬨€?/P>





鎸囨爣




涓€鑸潵璁诧紝鍒嗗壊浠诲姟鐨勮 閲忔寚鏍囨槸 P.A. 鍜?mIoU銆備负浜嗚В鍐?mIoU 涓嶈鏁版湭鏍囨敞鍖哄煙鐨勯娴嬬殑闂锛屼娇鍏舵洿閫傚悎閮ㄥ垎鍒嗗壊绛変换鍔★紝鏈枃鍦ㄤ竴浜涚壒瀹氫换鍔′腑浣跨敤 mIoU锛屼絾涔熻鏁拌儗鏅尯鍩熺殑棰勬祴锛岃繖涓€鏂版寚鏍囩О涓?mIoU-bg銆?/P>




鍏蜂綋鑰岃█锛屽浜庡€熷姪 ADE20K锛孭ascal-Context锛孫penSurfaces 鏁版嵁闆嗙殑鐗╀綋鍜屾潗璐ㄨВ鏋愪换鍔★紝浣跨敤璇勪及鏍囧噯 P.A. 鍜?mIoU锛涘浜庣墿浣撻儴鍒嗭紝鍒欎娇鐢?P.A. 鍜?mIoU-bg锛涘浜庡満鏅拰绾圭悊鍒嗙被锛屽垯浣跨敤 top-1 绮惧害銆?/P>




UPerNet




鑳屾櫙




褰撳墠鏈€浼樼殑鍒嗗壊缃戠粶涓昏鍩轰簬鍏ㄥ嵎绉綉缁滐紙FCN锛夈€傜敱浜庣己涔忚冻澶熺殑璁粌鏍锋湰锛屽垎鍓茬綉缁滈€氬父鍒濆鍖栬嚜閽堝鍥惧儚鍒嗙被浠诲姟鐨勯璁粌缃戠粶銆備负浣胯涔夊垎鍓插疄鐜伴珮鍒嗚鲸鐜囬娴嬶紝dilated conv 鎶€鏈鎻愬嚭锛屽湪缂撹В涓嬮噰鏍峰壇浣滅敤鐨勫悓鏃讹紝淇濊瘉浜嗘劅鍙楅噹鐨勬墿鍏呯巼锛涗娇鐢ㄨ繖涓€鎶€鏈殑缃戠粶涔熸垚涓轰簡璇箟鍒嗗壊浠诲姟鐨勬爣鍑嗚寖寮忋€備絾鏄拡瀵规湰鏂囨彁鍑虹殑 UPP 浠诲姟锛岃繖涓€鏂规硶鏈?2 涓己闄凤細






  1. 鏈€杩戞彁鍑虹殑娣卞害鍗风Н缃戠粶铏藉湪鍥惧儚鍒嗙被鍜岃涔夊垎鍓蹭换鍔′腑澶ц幏鎴愬姛锛屼絾灞傛暟寰€寰€杈惧埌鏁板崄銆佹暟鐧惧眰锛涘叾璁捐缁撴瀯濡傛澶嶆潅锛屼互鑷充簬鍦ㄧ綉缁滄棭鏈熼樁娈电敱浜庢劅鍙楅噹杈冨ぇ鍜岃绠楀鏉傚害杈冧綆鐨勫師鍥狅紝涓嬮噰鏍风巼蹇€熷闀裤€?/P>



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鏈夐壌浜庢锛屾湰鏂囨彁鍑轰簡澶氫换鍔℃柊妗嗘灦 UPerNet銆?/P>




鏋舵瀯


 



鍥?4锛歎PerNet 鏋舵瀯鍥俱€?/P>




UPerNet锛圲nified Perceptual Parsing Network锛夌綉缁滄灦鏋勫鍥?4 鎵€绀猴紝瀹冨熀浜庣壒寰侀噾瀛楀缃戠粶锛團PN锛夈€傚敖绠$悊璁轰笂璁诧紝娣卞害鍗风Н缃戠粶鐨勬劅鍙楅噹瓒冲澶э紝浣嗗疄闄呭彲鐢ㄧ殑瑕佸皬寰堝銆備负鍏嬫湇杩欎竴闂锛屾湰鏂囨妸 PSPNet 涓殑閲戝瓧濉旀睜鍖栨ā鍧楋紙PPM锛夌敤浜庨骞茬綉缁滅殑鏈€鍚庝竴灞傦紝鍦ㄥ叾琚閫佽嚦 FPN 鑷笂鑰屼笅鐨勫垎鏀箣鍓嶃€傜粨鏋滃疄楠岃瘉鏄庯紝鍦ㄥ甫鏉ユ湁鏁堢殑鍏ㄥ眬鍏堥獙琛ㄥ緛鏂归潰锛孭PM 鍜?FPN 鏋舵瀯鏄珮搴︿竴鑷寸殑銆?/P>




鏈枃浣跨敤澶氫釜璇箟灞傛鐨勭壒寰併€傜敱浜庡浘鍍忕骇淇℃伅鏇撮€傚悎鍦烘櫙鍒嗙被锛孲cene head 鐩存帴琚檮鍔犲埌 PPM 妯″潡涔嬪悗鐨勭壒寰佸浘銆侽bject head 鍜?Part head 琚檮鍔犲埌涓庢潵鑷?FPN 鐨勬墍鏈夊眰鐩歌瀺鍚堢殑鐗瑰緛鍥俱€侻aterial head 琚檮鍔犲埌 FPN 涓甫鏈夋渶楂樺垎杈ㄧ巼鐨勭壒寰佸浘銆俆exture 琚檮鍔犲埌 ResNet 涓殑 Res-2 妯″潡锛屽苟鍦ㄦ暣涓綉缁滃畬鎴愬叾浠栦换鍔$殑璁粌涔嬪悗杩涜浼樺寲锛岃繖涓€璁捐鑳屽悗鐨勫師鍥犳湁 3 涓細 






  1. 绾圭悊鏄渶浣庣骇鐨勬劅鐭ュ睘鎬э紝鍥犳瀹冪函绮瑰熀浜庢槑鏄剧殑鐗瑰緛锛屾棤闇€浠讳綍楂樼骇鐨勪俊鎭紱



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瀹為獙




鏈妭棣栧厛缁欏嚭浜?UPerNet 鍦ㄥ師濮嬭涔夊垎鍓蹭换鍔″拰 UPP 浠诲姟涓婄殑閲忓寲鐮旂┒锛屾帴鐫€灏嗚繖涓€妗嗘灦鐢ㄤ簬鍙戞帢鍦烘櫙鐞嗚В鑳屽悗鐨勮瑙夊父璇嗙煡璇嗐€?/P>




缁撴灉




鏁翠綋鏋舵瀯

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琛?2锛欰DE20K 鏁版嵁闆嗕笂璇ユ柟娉曪紙鍩轰簬 ResNet-50锛変笌褰撳墠鏈€浼樻柟娉曠殑瀵规瘮鍒嗘瀽銆?/P>





娣锋潅鏍囨敞鐨勫浠诲姟瀛︿範

銆傛湰鏂囩粰鍑轰簡鍦ㄥ垎绂绘垨铻嶅悎鐨勪笉鍚屾爣娉ㄩ泦涓婄殑璁粌缁撴灉銆?/P>





琛?3锛歎PerNet 鍦?Broden+ 鏁版嵁闆嗕笂鐨勭粨鏋溿€?/P>





閲忓寲缁撴灉

銆傛湰鏂囩粰鍑轰簡 UPerNet 鐨勯噺鍖栫粨鏋溿€傚鍥?5 鎵€绀恒€俇PerNet 鍙粺涓€缁撴瀯鎬ц瑙夌煡璇嗭紝鍚屾椂鏈夋晥棰勬祴灞傜骇杈撳嚭銆?/P>





鍥?5锛歎PerNet锛圧esNet-50锛夊湪楠岃瘉闆嗕笂鐨勯娴嬨€?/P>





瑙嗚鐭ヨ瘑




UPP 瑕佹眰妯″瀷浠庝竴寮犲浘鍍忎箣涓瘑鍒敖鍙兘澶氱殑瑙嗚姒傚康锛屽鏋滄ā鍨嬫垚鍔熷仛鍒拌繖涓€鐐癸紝灏卞彲浠ュ彂鐜伴殣钘忓湪鐜板疄涓栫晫涔嬩笅鐨勪赴瀵岃瑙夌煡璇嗭紝鍥炵瓟璇稿鈥滆繖涓澂瀛愮殑鏉愯川鏄粈涔堚€濈殑闂锛屾湁鍔╀簬鏈哄櫒瑙嗚绯荤粺鏇村ソ鐞嗚В鍛ㄩ伃涓栫晫銆?/P>




鏈妭璇佹槑锛屽湪 Broden+ 鏁版嵁闆嗕笂璁粌鐨?UPerNet 鍙彂鐜板灞傛鐨勭粨鏋勬€х煡璇嗐€傜爺绌惰€呬互鍒嗗眰鐨勬柟寮忓畾涔変簡鑻ュ共绫诲叧绯伙紝濡傝〃 4 鎵€绀恒€?/P>





琛?4锛歎PerNet 鍙戞帢鐨勮瑙夌煡璇嗐€?/P>





缁撹




鏈枃瀹氫箟浜嗗悕涓虹粺涓€鎰熺煡瑙f瀽锛圲PP锛夌殑璇嗗埆浠诲姟锛屼粠鍦烘櫙銆佺墿浣撱€侀儴鍒嗐€佹潗璐ㄥ埌绾圭悊锛屽叾璇曞浘涓€娆℃€цВ鏋愬浘鍍忕殑澶氬眰娆¤瑙夋蹇点€備竴涓浠诲姟缃戠粶鍜屽鐞嗘贩鏉傛爣娉ㄧ殑璁粌绛栫暐琚紑鍙戝拰娴嬭瘯銆傛湰鏂囪繘鑰屽埄鐢ㄥ凡璁粌鐨勭綉缁滃彂鐜板満鏅箣涓殑瑙嗚鐭ヨ瘑銆?EM style_="COLOR: rgb(136,136,136); FONT-SIZE: 12px">




鍙傝€冩枃鐚?/P>






  • Peng, C., Xiao, T., Li, Z., Jiang, Y., Zhang, X., Jia, K., Yu, G., Sun, J.: Megdet:A large mini-batch object detector. arXiv preprint arXiv:1711.07240 (2017)



  • Zhao, H., Shi, J., Qi, X., Wang, X., Jia, J.: Pyramid scene parsing network. In:IEEE Conf. on Computer Vision and Pattern Recognition (CVPR). (2017) 2881鈥?890



  • Chen, L.C., Papandreou, G., Kokkinos, I., Murphy, K., Yuille, A.L.: Deeplab:Semantic image segmentation with deep convolutional nets, atrous convolution,and fully connected crfs. arXiv preprint arXiv:1606.00915 (2016)



  • Kirillov, A., He, K., Girshick, R., Dollr, P.: Mscoco challenge 2017: stuff segmentation,team fair. (2017)



  • Zhou, B., Lapedriza, A., Xiao, J., Torralba, A., Oliva, A.: Learning deep features for scene recognition using places database. In: Advances in neural information processing systems. (2014) 487-495






鏈枃涓烘満鍣ㄤ箣蹇冨彂甯冿紝

杞浇璇疯仈绯绘湰鍏紬鍙疯幏寰楁巿鏉?/P>

銆?/P>



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鍔犲叆鏈哄櫒涔嬪績锛堝叏鑱岃鑰?/ 瀹炰範鐢燂級锛歨r@jiqizhixin.com


鎶曠鎴栧姹傛姤閬擄細

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