¹«º£²Ê´¬¡¤6600(ÖйúÓÎ)¹Ù·½ÍøÕ¾

µã»÷ÏÂÔØ¡¶ÍòÕ×Ô°ÇøÒÔÌ«²Ê¹âÑо¿±¨¸æ¡·£¬½âËøÍòÕ×Ô°ÇøÍøÂ罨ÉèÖ¸ÄÏ
Á¢¼´ÏÂÔØ
ÎÞ¸Ð×¼Èë ÈËÎïͳ¹Ü Ø­ RG-SAM+5.X ÐÂÒ»´ú¸ßУAIÈÏ֤ƽ̨·¢²¼
Ô¤Ô¼Ö±²¥
²úÆ·
< ·µ»ØÖ÷²Ëµ¥
²úÆ·ÖÐÐÄ
²úÆ·
ºÏ×÷»ï°é
·µ»ØÖ÷²Ëµ¥
Ñ¡ÔñÇøÓò/ÓïÑÔ

¹«º£²Ê´¬¡¤6600ÍøÂçÉÁÒ«CVPR 2024£¬Íâ¹ÛÒì³£¼ì²â¹«º£²Ê´¬¡¤6600¹ÙÍøÕ¶»ñÊÀ½çÈϿɣ¡

·¢²¼Ê±¼ä£º2024-06-21

½üÈÕ£¬¹«º£²Ê´¬¡¤6600ÍøÂçÔÚ“ÊÓ¾õÒì³£¼ì²âºÍ´´ÐÂÐÔ¼ì²â2024ÌôÕ½Èü”(Visual Anomaly and Novelty Detection 2024 Challenge£¬¼ò³ÆVAND)µÄÉÙÑù±¾Âß¼­/½á¹¹Òì³£¼ì²âÈüµÀ(VAND 2.0ÈüµÀ2)ÖÐÈÙ»ñµÚ¶þÃû£¬²¢ÔÚ¼ÆËã»úÊÓ¾õ¶¥¼¶»áÒéCVPR 2024ÉÏչʾÁËÕâÒ»³É¹û£¬ÓëÀ´×ÔÊÀ½ç¸÷µØµÄ¶¥¼âÑо¿Õß½øÐГ»ªÉ½ÂÛ½£”¡£ÕâÒ»³É¼¨±êÖ¾×Ź«º£²Ê´¬¡¤6600ÍøÂçµÄÍâ¹ÛÒì³£¼ì²â¹«º£²Ê´¬¡¤6600¹ÙÍøÔÚÒµÄÚµÄÁìÏÈˮƽºÍ¼¼Êõ´´ÐÂÄÜÁ¦µÃµ½ÁËÊÀ½çȨÍþ»ú¹¹µÄ¸ß¶ÈÈϿɡ£

 

VAND 2.0 ÈüµÀ2ÅÅÐаñ

VAND 2.0 ÈüµÀ2ÅÅÐаñ

 
¹«º£²Ê´¬¡¤6600ÔÚVAND2.0ÈüµÀÈ¡µÃ¼Ñ¼¨

VANDÌôÕ½ÈüÖ¼ÔÚ½«ÊÓ¾õÒì³£¼ì²âÓ빤ҵÒì³£¼ì²â³¡¾°¸ü¼Ó½ôÃܵؽáºÏÆðÀ´£¬ÕâÔÚÏÖʵÖÐÓй㷺µÄÓ¦Ó᣽ñÄêÊǸÃÌôÕ½ÈüµÚ¶þ´Î¾Ù°ì¡£VANDÌôÕ½ÈüµÄÓÅʤÕß±»ÊÜÑû²Î¼ÓCVPR 2024µÄչʾ¡£¸ÃÌôÕ½ÈüÉèÖÃÁË2¸öÈüµÀ£º

ÈüµÀ1 — Adapt & Detect: Robust Anomaly Detection in Real-World Applications

ÈüµÀ2 — VLM Anomaly Challenge: Few-Shot Learning for Logical and Structural Detection

´Ë´Î¹«º£²Ê´¬¡¤6600ÍøÂçÍŶӲμӵļ´ÎªÈüµÀ2¡£

CVPR£¬Ó¢ÎÄÈ«³ÆIEEE/CVF Computer Vision and Pattern Recognition Conference £¬ÊÇÓÉIEEE¼ÆËã»úЭ»áºÍ¼ÆËã»úÊÓ¾õ»ù½ð»á(Computer Vision Foundation£¬CVF)¹²Í¬Ö÷°ì£¬ÊÇÒ»ÄêÒ»¶ÈµÄÈ«Çò¼ÆËã»úÊÓ¾õÁìÓòÓëģʽʶ±ðÁìÓò×î¶¥¼âµÄѧÊõ»áÒé¡£ÆäÓëECCV(European Conference on Computer Vision)¡¢ICCV(IEEE/CVF International Conference on Computer Vision)Ò»Æð²¢³ÆÎª¼ÆËã»úÊÓ¾õÁìÓòµÄÈý´ó×î¸ß¼¶±ðµÄ¶¥¼¶»áÒé¡£

 

CVPR 2024ÓÚ6ÔÂ17-21ÈÕÔÚÃÀ¹úÎ÷ÑÅͼ¾Ù°ì

 CVPR 2024ÓÚ6ÔÂ17-21ÈÕÔÚÃÀ¹úÎ÷ÑÅͼ¾Ù°ì

  

ÊÓ¾õÒì³£¼ì²â¼¼Êõ£º

¹¤ÒµÖÆÔìÁìÓòµÄ¸ïÃüÐÔ½ø²½

ÔÚµ±½ñ¹¤ÒµÖÆÔìÁìÓò£¬ÊÓ¾õÒì³£¼ì²â¼¼Êõ×÷Ϊ¼ÆËã»úÊÓ¾õÁìÓòµÄÖØÒªÑо¿·½Ïò£¬ÕýÒÔÆä¶ÀÌØµÄÓÅÊÆºÍ¹ã·ºµÄÓ¦ÓÃǰ¾°£¬Öð½¥³ÉΪÐÐÒµ¹Ø×¢µÄ½¹µã¡£ÕâÏî¼¼ÊõÔÚ¹¤ÒµÍâ¹ÛÖÊÁ¿¼ì²â¡¢²úÆ·Áã¼þ°²×°¼ì²âµÈ¶à¸öÁìÓòÕ¹ÏÖ³ö¾Þ´óµÄDZÁ¦£¬Âú×ãÁËÈÕÒæÔö³¤µÄÐèÇó¡£

¹«º£²Ê´¬¡¤6600ÍøÂçÍŶÓÔÚCVPR 2024»áÒéÉϽøÐÐÁËÃûΪ¡¶Segment-aligned Features Impose Logical Constraints¡·µÄÖ÷ÌâÑݽ²£¬Õ¹Ê¾ÁËÔÚÒì³£¼ì²âËã·¨ÉϵÄ×îнøÕ¹¡£

 

¹«º£²Ê´¬¡¤6600ÍøÂçÍŶÓÑݽ²Ö÷Ìâ

¹«º£²Ê´¬¡¤6600ÍøÂçÍŶÓÑݽ²Ö÷Ìâ

¹¤ÒµÒì³£¼ì²â³¡¾°ÖУ¬´æÔÚ¸÷ÖÖ¸´ÔÓµÄÒì³£ÀàÐÍ¡£Õ¹Ê¾ÖУ¬¹«º£²Ê´¬¡¤6600ÍøÂçÍŶÓչʾÁ˹¤Òµ²úÏßÉÏÒì³£¼ì²â³¡¾°µÄÁ½´óÀàÎÊÌ⣺½á¹¹Òì³£(Structrual Anomaly)ÓëÂß¼­Òì³£(Logical Anomaly)£¬ÒÔ¼°ÈçºÎÔÚÖ»ÓÐÉÙÁ¿Õý³£Ñù±¾µÄÇé¿öϽâ¾öÕâÁ½ÀàÎÊÌâ¡£

 

 

×ó£ºÕý³£Í¼Ïñ£»ÖУº½á¹¹Òì³££¨éÙ×ÓÆ¤ÆÆË𣩣»ÓÒ£ºÂß¼­Òì³££¨Í¬Ò»¸ñ×ÓÖÐʳÎï·ÅÖõıÈÀý²»¶Ô£©

ͼÖÐÀ¶É«ºÍºìɫλÖÃΪÒì³£ÇøÓò

 

1.½á¹¹Òì³£µ½Âß¼­Òì³£µÄЧ¹ûÌáÉý

“ÒÔǰ£¬ÎÒÃÇ×ÜÊǹØ×¢Íâ¹ÛÉϵÄ覴ᣔ»áÒéÖ÷³ÖPaul Bergmann˵µ½£¬“µ«ÏÖÔÚ£¬ÄÇЩÂß¼­ÉϵÄÒì³£³ÉΪЧ¹ûÌáÉýµÄ¹Ø¼ü¡£”ÔÚVAND 2.0µÄÊý¾Ý¼¯ÖУ¬Ò²ÉèÖÃÁ˺ܶàÂß¼­Òì³£Ïà¹ØµÄÀ§ÄÑÊý¾Ý¡£

ËùνÂß¼­Òì³££¬Ö¸µÄÊdzöÏÖÔÚ´íÎóλÖõÄÕýÈ·ÎïÆ·£¬ÕâÀàÎïÆ·ÍùÍùûÓÐÈâÑۿɼûµÄ覴㬵«ÊÇ£¬ÔÚÖÊÁ¿¼ì²âÖУ¬ÕâÀàÎïÆ·Ò²Ó¦¸Ã±»¼ì³öÒì³££¬±ÜÃâÕâÀà²ÐȱƷÁ÷ÏòÊг¡¡£ÔÚ2024Äê¸ß¿¼ÖУ¬¾Í³öÏÖÁËÒ»´Î±¾¿ÉÒÔ±ÜÃâµÄʹÊ¡£

6ÔÂ7ÈÕ£¬2024ÄêÈ«¹ú¸ß¿¼Ê×ÈÕ£¬ÓïÎÄ¿ÆÄ¿ÔÚÉÏÎç9µãµ½11µã°ë½øÐÐÁË¿¼ÊÔ¡£7ÈÕÖÐÎ磬ÔÚÓïÎÄ¿ÆÄ¿¿¼ÊÔ½áÊøºó£¬ÓÐÍøÓѱ¬ÁÏÔÚº£ÄÏÊ¡ÓïÎÄ¿¼ÊÔÖУ¬Ã»Óз¢·ÅÌõÐÎÂë¡£¶Ô´Ë£¬º£ÄÏÊ¡¿¼ÊÔ¾ÖÏà¹Ø¹¤×÷ÈËÔ±±íʾ£¬ÌõÐÎÂëÒòÓ¡Ë¢ÓÐÎóûÓз¢·Å£¬µ«²»»áÓ°ÏìºóÐøµÄ¿¼ÊÔºÍÅзֹ¤×÷¡£

ÔÚÉÏÊöʼþÖУ¬Èç¹ûÔÚÓ¡Ë¢ºóÄܹ»¼ìÑéÌõÐÎÂëÊÇ·ñÓÐÒì³££¬ÀàËÆµÄÎÊÌâ¾Í²»»á·¢Éú¡£

ËäÈ»´«Í³µÄ»ùÓÚÌØÕ÷µÄÒì³£¼ì²âËã·¨±È½ÏÉó¤½â¾ö½á¹¹Òì³£¼ì²âÎÊÌ⣬µ«ÎÞ·¨ºÜºÃµØ½â¾öÂß¼­Òì³£¼ì²âÎÊÌâ¡£

 

´«Í³µÄ»ùÓÚÌØÕ÷µÄÒì³£¼ì²âËã·¨Äܹ»ÓÐЧ¼ì²â³ö½á¹¹Òì³£  ×óͼ£ºÔ­Ê¼Í¼Ïñ£»ÖУºÒ쳣λÖã»ÓÒ£ºË㷨ʶ±ðµÄÒì³£ÈÈÁ¦Í¼£¨Ô½¸ßÁÁÒì³£¶ÈÔ½¸ß£© 

´«Í³µÄ»ùÓÚÌØÕ÷µÄÒì³£¼ì²âËã·¨Äܹ»ÓÐЧ¼ì²â³ö½á¹¹Òì³£ 

×óͼ£ºÔ­Ê¼Í¼Ïñ£»ÖУºÒ쳣λÖã»ÓÒ£ºË㷨ʶ±ðµÄÒì³£ÈÈÁ¦Í¼£¨Ô½¸ßÁÁÒì³£¶ÈÔ½¸ß£©

 

´«Í³µÄ»ùÓÚÌØÕ÷µÄÒì³£¼ì²âËã·¨ÎÞ·¨¼ì²â³ö½á¹¹Òì³£ ×óͼ£ºÔ­Ê¼Í¼Ïñ£»ÖУºÒ쳣λÖã»ÓÒ£ºË㷨ʶ±ðµÄÒì³£ÈÈÁ¦Í¼ £¨Ô½¸ßÁÁÒì³£¶ÈÔ½¸ß£¬¿ÉÒÔ¿´µ½ÈÈÁ¦ÏìÓ¦½ÏС£© 

´«Í³µÄ»ùÓÚÌØÕ÷µÄÒì³£¼ì²âËã·¨ÎÞ·¨¼ì²â³ö½á¹¹Òì³£

×óͼ£ºÔ­Ê¼Í¼Ïñ£»ÖУºÒ쳣λÖã»ÓÒ£ºË㷨ʶ±ðµÄÒì³£ÈÈÁ¦Í¼

£¨Ô½¸ßÁÁÒì³£¶ÈÔ½¸ß£¬¿ÉÒÔ¿´µ½ÈÈÁ¦ÏìÓ¦½ÏС£©

 

Ëæ×ÅÒì³£¼ì²âËã·¨±»Ó¦ÓÃÔÚÔ½À´Ô½¶àµÄ¹¤ÒµÖʼìÁìÓò£¬Ò»Ð©ÀàËÆ°üº¬Âß¼­Òì³£µÄ³¡¾°²»¿É±ÜÃ⣬Õâ¶ÔËã·¨Ìá³öÁ˸ü¸ßµÄÒªÇó¡£

 

2.ÉÙÑù±¾ÑµÁ·µÄ³É±¾ÓÅ»¯

ÄãÄÜÒ»ÑÛ¿´³öÏÂÃæÒ쳣ͼƬÉϵÄÒì³£ÔÚÄÄÂð£¿

 

Õý³£Í¼Æ¬          Ò쳣ͼƬ Õý³£Í¼Æ¬                Ò쳣ͼƬ

Õâ¸ö¼òµ¥µÄÀý×Ó¿ÉÒÔ¿´³ö£¬ÈËÀàÄܹ»ÔÚÍêȫû¿´¹ý¡¢»òÕß½ö½ö¿´¹ýÉÙÁ¿µÄͬÀàͼƬºó£¬¾ÍÐγÉÒì³£µÄ¸ÅÄî¡£ÕâʱºòÈç¹û¸øÈËÀàÒ»ÕÅÐÂͼ£¬ËûÃÇÄÜ׼ȷµØ·Ö±æÕâÕÅͼƬÊÇ·ñ´æÔÚÒì³£¡£

È»¶ø»úÆ÷ÍùÍùÐèÒª´óÁ¿Í¬ÀàͼƬµÄѵÁ·£¬²ÅÄÜÇø·ÖÕý³£ºÍÒì³£¡£ÑµÁ·Ä£ÐÍͨ³£»á´øÀ´¾Þ´óµÄ³É±¾ºÍÄܺÄÎÊÌ⣬ҵ½ç¼±ÇпÊÍû½â¾öÕâ¸öÎÊÌâ¡£Ëæ×Å´óÄ£Ð͵ijöÏÖ£¬Ô½À´Ô½¶àµÄÈÎÎñ¿ÉÒÔ±»ÁÈÁȼ¸ÕÅѵÁ·Í¼Æ¬½â¾ö¡£Ïà¹ØµÄ¹«º£²Ê´¬¡¤6600¹ÙÍøÒ²³öÏÖÔÚÁËÒì³£¼ì²âÉÏ¡£

3.¹«º£²Ê´¬¡¤6600ÍŶӵķ½·¨——SegmentAD

¹«º£²Ê´¬¡¤6600ÍøÂçÍŶӻùÓÚÉÏÊöЧ¹ûÓë³É±¾µÄË«ÖØ¿¼ÂÇ£¬Ìá³öÁËÒ»ÖÖ»ùÓÚÑÚÂëµÄÒì³£¼ì²â¹«º£²Ê´¬¡¤6600¹ÙÍø£¬SegmentAD¡£Õâ¸ö¹«º£²Ê´¬¡¤6600¹ÙÍø³É¹¦ÔÚÉÙÑù±¾Ñ§Ï°ÖÐÓ¦ÓÃÓïÒå·Ö¸îÓë¶ÔÆëËã·¨£¬²¢Ìá³öÁËÒ»ÖÖ¸ßЧµÄÌØÕ÷ÈںϹ«º£²Ê´¬¡¤6600¹ÙÍø£¬×îÖÕÔڽṹÒì³£ºÍÂß¼­Òì³£¼ì²âÉ϶¼±íÏÖ³öÁËÁ¼ºÃµÄЧ¹û¡£

 

SegmentAD

 

3.1ÔÚѵÁ·³¡¾°£¬SegmentADÊ×ÏȽ«Í¼Æ¬ÉϵÄÎïÌåÖðÏñËØÌáÈ¡³öÀ´£¬Ã¿Ò»¸öÏñËØ£¬SegmentAD¶¼ÖªµÀËüÊôÓÚÄĸöÎïÌ塣ͬʱ£¬²»Í¬Í¼Æ¬Ö®¼ä£¬SegmentAD»á¶ÔÆëÎïÌåµÄ¶¨Ò塣ͨ¹ýÕâÑùµÄÖðÏñËØÌáÈ¡£¬SegmentAD»ñµÃÁËͼƬÉÏÎïÌåµÄλÖúÍÃæ»ýµÈÐÅÏ¢£¬ÕâÀàÐÅÏ¢ÓëÂß¼­Òì³£Ö±½ÓÏà¹Ø——¼ÙÈçij¸öÎïÌåµÄÃæ»ý·¢Éú±ä»¯»òÕßλÖò»ÕýÈ·£¬ÄÇôÕâ¸öÎïÌåÒ»¶¨ÊÇÒ»¸öÒì³£ÎïÌ塣ͬʱ£¬SegmentAD²Î¿¼´«Í³µÄ»ùÓÚÌØÕ÷µÄ·½·¨£¬½«Í¼ÏñµÄÆäËüÌØÕ÷»ùÓÚԤѵÁ·´óÄ£ÐÍÌáÈ¡³öÀ´£¬ÕâÐ©ÌØÕ÷¿ÉÒÔÖ±½ÓÓÃÀ´·¢ÏֽṹÒì³£——¼ÙÈçÓÐÒ»¸öÌØÕ÷Óë±ðµÄÌØÕ÷²îÒì½Ï´ó£¬ÄÇôËüºÜ¿ÉÄÜÊǸö½á¹¹Òì³£ÌØÕ÷¡£

3.2ÔÚ²âÊÔ³¡¾°£¬SegmentAD»á·ÖÎöͼƬÉϵÄÎïÌåÊÇ·ñÔÚÕýÈ·µÄλÖã¬ÓµÓÐÕýÈ·µÄÃæ»ý£¬ÒÔ¼°ÊÇ·ñ¿ÉÒÔÓµÓÐÕý³£µÄÌØÕ÷¡£SegmentAD½«ÕâЩÐÅϢͳºÏÆðÀ´²¢½øÐж¨Á¿·ÖÎö£¬×îÖյóöÕâ¸öͼƬÊÇ·ñÊÇÒì³£µÄ½áÂÛ¡£

ͨ¹ý¶¨Á¿Ö¸±ê£¬¹«º£²Ê´¬¡¤6600ÍøÂçÍŶÓչʾÁËSegmentADÔÚ¾ºÆ·Ëã·¨ÖеÄÏȽøÐÔ¡£

 

SegmentADËã·¨

 

¹«º£²Ê´¬¡¤6600ÍøÂçͨÓÃÍâ¹Û¼ì²â£¨GAOI£©²úÆ·

ÖÚËùÖÜÖªÔÚ¹¤ÒµÉú²ú£¬ÓÈÆäÔÚ·ÄÖ¯Òµ£¬²úÆ·Íâ¹ÛÊÇ×îÖ±¹Û¡¢×îÈÝÒ×ÑéÊÕµÄÖ¸±ê¡£è¦´Ã²»½öÓ°ÏìÃÀ¹Û¡¢ÉõÖÁ»¹Ó°Ï찲ȫºÍʹÓá£Òò´ËÔÚÉú²úÖУ¬Öʼ컷½ÚÊÇÓ°Ïì²úÆ·ÖÊÁ¿µÄ¹Ø¼üÒòËØÖ®Ò»¡£Ä¿Ç°ÒµÄÚ»¹ÊÇÖ÷ÒªÒÔÈ˹¤¼ì²âΪÖ÷£¬´æÔÚÒÔÏÂȱµã£º

£¨1£©ÀͶ¯Ç¿¶È´ó£¬¼ì²âËÙ¶ÈÂý£¬¼ì²âЧÂʵÍ¡£

£¨2£©¼ì²âÈËÔ±Ö÷¹ÛÒòËØÓ°Ïì´ó£¬Â©¼ìÂʸß¡£

£¨3£©È˹¤³É±¾½Ï¸ß£¬ÅàѵÖÜÆÚ³¤£¬ÇÒÁ÷¶¯ÐÔ´ó¡£

£¨4£©³¤Ê±¼äµÄ¸ßÇ¿¶È¹¤×÷²»ÀûÓÚ¹¤ÈËÉíÌ彡¿µ¡£

ÔÚʵ¼ÊÉú²úÏßÉÏ£¬È˹¤Í¨³£Ö»Äܼì³ö40%~60%µÄ覴㬼ìÑé»·½Ú³ÉÁËÉú²ú¹ý³ÌÖÐµÄÆ¿¾±£¬Òò´Ë¼±ÐèÒ»¸öÎȶ¨¡¢¿É¿¿¡¢¸ßЧ¡¢ÖÇÄܵÄ×Ô¶¯»¯¼ì²âϵͳÀ´¸Ä±äÕâÒ»¾ÖÃæ¡£

¹«º£²Ê´¬¡¤6600ÍøÂçÔÚ¸ÃÁìÓòÉî¸û¶àÄ꣬»ùÓÚ×ÔÖ÷Ñз¢ºÍÉè¼ÆµÄͨÓÃÒì³£¼ì²âÊÓ¾õËã·¨£¬ÍƳöÁËÖÇÄÜÖ¯´øÍâ¹Û¼ì²â»ú¡¢ÖÇÄÜÑé²¼»úµÈGAOI²úÆ·£¬´òÔ쿪Ïä¼´ÓõÄÒì³£¼ì²âÈíÓ²Ò»Ì幫º£²Ê´¬¡¤6600¹ÙÍø¡£Ä¿Ç°¹«º£²Ê´¬¡¤6600ÍøÂçÒѺ͹úÄÚ¶à¼ÒÖ¯´øÁúÍ·ÆóÒµ´ï³ÉºÏ×÷£¬°ïÖúÁËÖڶ๤³§´òÔìÖÇÄܲúÏߣ¬±£ÕϽ»¸¶ÖÊÁ¿£¬ÌáÉýÆ·ÅÆ¶¨Î»¡£

 

¹«º£²Ê´¬¡¤6600ÖÇÄÜÖ¯´øÍâ¹Û¼ì²â»ú²úÆ·½éÉÜ

¹«º£²Ê´¬¡¤6600ÖÇÄÜÖ¯´øÍâ¹Û¼ì²â»ú²úÆ·½éÉÜ

 

¹«º£²Ê´¬¡¤6600ÖÇÄÜÑé²¼»ú²úÆ·½éÉÜ 

¹«º£²Ê´¬¡¤6600ÖÇÄÜÑé²¼»ú²úÆ·½éÉÜ

 

×ÛÉÏËùÊö£¬ÊÓ¾õÒì³£¼ì²â¼¼Êõ×÷Ϊ¹¤ÒµÖÆÔìÁìÓòµÄÖØÒªÑо¿·½Ïò£¬¾ßÓÐÖØÒªµÄʵÓüÛÖµºÍ¹ãÀ«µÄÓ¦ÓÃǰ¾°¡£Í¨¹ýÒýÈëÈ˹¤ÖÇÄܼ¼Êõ£¬¿ÉÒÔʵÏÖ×Ô¶¯»¯µÄÒì³£¼ì²â£¬Ìá¸ßÉú²úЧÂʺͲúÆ·ÖÊÁ¿£¬¶ÔÓÚ¹¤ÒµÉú²ú¹ý³ÌÖеÄÖÊÁ¿¿ØÖƺͰ²È«±£ÕϾßÓÐÖØÒªÒâÒå¡£ÃæÏòδÀ´£¬¹«º£²Ê´¬¡¤6600ÍøÂ罫¼ÌÐøÔÚ¼¼Êõ´´ÐµĵÀ·Éϲ»¶ÏǰÐУ¬Ê¼ÖÕ¼á³ÖÒÔ¿Í»§ÎªÖÐÐÄ£¬ÓÃÁìÏȵļ¼Êõ¸³ÄܲúÆ·£¬ÈÿƼ¼¸Ä±äÈËÀàÉú²ú¡¢Éú»îµÄ·½·½ÃæÃæ¡£

¹Ø×¢¹«º£²Ê´¬¡¤6600
¹Ø×¢¹«º£²Ê´¬¡¤6600¹ÙÍøÎ¢ÐÅ
ËæÊ±Á˽⹫˾×îж¯Ì¬

·µ»Ø¶¥²¿

ÊÕÆð
ÎĵµAIÖúÊÖ
ÎĵµÆÀ¼Û
¸Ã×ÊÁÏÊÇ·ñ½â¾öÁËÄúµÄÎÊÌ⣿
Äú¶Ôµ±Ç°Ò³ÃæµÄÂúÒâ¶ÈÈçºÎ£¿
²»Õ¦µÎ
·Ç³£ºÃ
ÄúÂúÒâµÄÔ­ÒòÊÇ£¨¶àÑ¡£©£¿
Äú¶ÔÎĵµÊÇ·ñ»¹ÓÐÆäËüµÄÎÊÌâ»ò½¨Ò飿
Ϊ¾¡¿ì½â¾öÎÊÌ⣬ÇëÄúÁôÏÂÁªÏµ·½Ê½Òﱋȯ¸´
ÓÊÏä
ÊÖ»úºÅ
¸ÐлÄúµÄ·´À¡£¡
ÇëÑ¡Ôñ·þÎñÏîÄ¿
¹Ø±Õ×Éѯҳ
ÊÛǰ×Éѯ ÊÛǰ×Éѯ
ÊÛǰ×Éѯ
ÊÛºó·þÎñ ÊÛºó·þÎñ
ÊÛºó·þÎñ
Òâ¼û·´À¡ Òâ¼û·´À¡
Òâ¼û·´À¡
¸ü¶àÁªÏµ·½Ê½
¡¾ÍøÕ¾µØÍ¼¡¿¡¾sitemap¡¿