{"id":1020,"date":"2025-12-12T14:45:33","date_gmt":"2025-12-12T06:45:33","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=1020"},"modified":"2025-12-12T14:45:33","modified_gmt":"2025-12-12T06:45:33","slug":"%e4%bd%95%e6%81%ba%e6%98%8eneurips-2025%e6%bc%94%e8%ae%b2%e7%9b%98%e7%82%b9%ef%bc%9a%e8%a7%86%e8%a7%89%e7%9b%ae%e6%a0%87%e6%a3%80%e6%b5%8b%e4%b8%89%e5%8d%81%e5%b9%b4","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/12\/12\/1020\/","title":{"rendered":"\u4f55\u607a\u660eNeurIPS 2025\u6f14\u8bb2\u76d8\u70b9\uff1a\u89c6\u89c9\u76ee\u6807\u68c0\u6d4b\u4e09\u5341\u5e74"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u89c6\u89c9\u76ee\u6807\u68c0\u6d4b\u7b80\u53f2<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u4e45\u524d\uff0cNeurIPS 2025 \u987a\u5229\u4e3e\u529e\uff0c\u4f5c\u4e3a\u4eba\u5de5\u667a\u80fd\u5b66\u672f\u754c\u7684\u9876\u7ea7\u4f1a\u8bae\u4e4b\u4e00\uff0c\u5176\u4e2d\u4e0d\u4e4f\u5b66\u672f\u754c\u5927\u4f6c\u7684\u5de5\u4f5c\u548c\u6f14\u8bb2\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u4e00\u9879\u8363\u8a89\u7684\u9881\u53d1\u663e\u5f97\u683c\u5916\u539a\u91cd\u4e14\u4f17\u671b\u6240\u5f52 \u2014\u2014 \u7531\u4efb\u5c11\u537f\u3001\u4f55\u607a\u660e\u3001Ross Girshick \u548c\u5b59\u5251\u5408\u8457\u7684\u7ecf\u5178\u8bba\u6587&nbsp;<strong>\u300aFaster R-CNN\u300b<\/strong>\uff0c\u6458\u5f97\u4e86&nbsp;<strong>\u300c\u65f6\u95f4\u68c0\u9a8c\u5956\u300d (Test of Time Award)<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u51e1\u662f\u63a5\u89e6\u8fc7\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u4eba\uff0c\u5bf9\u8fd9\u4e2a\u540d\u5b57\u7edd\u4e0d\u964c\u751f\u3002\u81ea 2015 \u5e74\u53d1\u8868\u4ee5\u6765\uff0c\u300aFaster R-CNN\u300b\u65e0\u7591\u6210\u4e3a\u4e86\u8be5\u9886\u57df\u6700\u5177\u91cc\u7a0b\u7891\u610f\u4e49\u7684\u5de5\u4f5c\u4e4b\u4e00\u3002\u5b83\u4e0d\u4ec5\u4e00\u4e3e\u5960\u5b9a\u4e86\u73b0\u4ee3\u76ee\u6807\u68c0\u6d4b\u6846\u67b6\u7684\u6838\u5fc3\u8303\u5f0f\uff0c\u66f4\u50cf\u662f\u4e00\u5ea7\u706f\u5854\uff0c\u6df1\u523b\u5f71\u54cd\u5e76\u6307\u5f15\u4e86\u968f\u540e\u6574\u6574\u5341\u5e74\u7684\u89c6\u89c9\u6a21\u578b\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251211\/v2_339756bb8dbf4b8091cde06c24e2dbb3@46958_oswg188147oswg1080oswg676_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/1506.01497<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251211\/v2_36fc6176ebc0434f8566453014067c90@46958_oswg628594oswg1080oswg608_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f5c\u4e3a\u8fd9\u4e00\u5386\u53f2\u6027\u65f6\u523b\u7684\u89c1\u8bc1\u4e0e\u603b\u7ed3\uff0c\u4f55\u607a\u660e\u5728\u5927\u4f1a\u4e0a\u53d1\u8868\u4e86\u9898\u4e3a&nbsp;<strong>\u300a\u89c6\u89c9\u76ee\u6807\u68c0\u6d4b\u7b80\u53f2\u300b (A Brief History of&nbsp;Visual Object Detection)<\/strong>&nbsp;\u7684\u6f14\u8bb2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251211\/v2_b82bf1a1418b41e498182994af79ac77@46958_oswg678870oswg1080oswg810_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f55\u607a\u660e\u6f14\u8bb2 PPT \u5df2\u7ecf\u516c\u5f00\uff0c\u53ef\u4ee5\u53c2\u9605\u4ee5\u4e0b\u94fe\u63a5\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-embed\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/people.csail.mit.edu\/kaiming\/neurips2025talk\/neurips2025_fasterrcnn_kaiming.pdf\n<\/div><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u4f55\u607a\u660e\u7684\u6f14\u8bb2\u5185\u5bb9\u6765\u770b\uff0c\u8fd9\u4e0d\u5355\u662f\u4e00\u4e2a\u6280\u672f\u6c47\u62a5\uff0c\u66f4\u50cf\u662f\u4e00\u90e8\u8ba1\u7b97\u673a\u5982\u4f55\u5b66\u4f1a\u300c\u770b\u4e16\u754c\u300d\u7684\u82f1\u96c4\u53f2\u8bd7\uff0c\u603b\u7ed3\u4e86 30 \u5e74\u6765\u89c6\u89c9\u76ee\u6807\u68c0\u6d4b\u7684\u53d1\u5c55\u5386\u7a0b\u3002\u6f14\u8bb2\u4e2d\u4ecb\u7ecd\u7684\u6bcf\u4e00\u4e2a\u5de5\u4f5c\uff0c\u90fd\u83b7\u5f97\u4e86\u4e0d\u540c\u9876\u4f1a\u7684\u65f6\u95f4\u68c0\u9a8c\u5956\uff0c\u5bf9\u89c6\u89c9\u667a\u80fd\u7684\u53d1\u5c55\u8d77\u5230\u4e86\u51b3\u5b9a\u6027\u7684\u4f5c\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u662f\u5426\u597d\u5947\uff1a\u4e3a\u4ec0\u4e48\u73b0\u5728\u7684 AI \u80fd\u5728\u4e00\u77ac\u95f4\u8bc6\u522b\u51fa\u7167\u7247\u91cc\u7684\u732b\u3001\u72d7\u3001\u6c7d\u8f66\u751a\u81f3\u5b83\u4eec\u7684\u4f4d\u7f6e\uff0c\u800c\u5728\u5341\u51e0\u5e74\u524d\u8fd9\u5374\u88ab\u8ba4\u4e3a\u662f\u51e0\u4e4e\u4e0d\u53ef\u80fd\u7684\u4efb\u52a1\uff1f<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251211\/v2_2255d102cd9b4228a7cbb8de3a1e63d5@46958_oswg692612oswg1080oswg684_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba9\u6211\u4eec\u8ddf\u968f\u5927\u795e\u7684\u89c6\u89d2\uff0c\u7a7f\u8d8a\u56de\u90a3\u4e2a\u300c\u539f\u59cb\u300d\u7684\u65f6\u4ee3\uff0c\u770b\u770b\u8fd9\u4e00\u8def\u662f\u5982\u4f55\u8d70\u6765\u7684\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u539f\u59cb\uff1a\u624b\u5de5\u6253\u78e8\u7684\u300c\u653e\u5927\u955c\u300d<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6df1\u5ea6\u5b66\u4e60\u7206\u53d1\u4e4b\u524d\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u79d1\u5b66\u5bb6\u4eec\u66f4\u50cf\u662f\u300c\u5de5\u5320\u300d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4eba\u8138\u68c0\u6d4b\u7684\u65e9\u671f\u5c1d\u8bd5<\/strong>\uff1a \u65e9\u5728 90 \u5e74\u4ee3\uff0c\u79d1\u5b66\u5bb6\u4eec\u5c31\u5f00\u59cb\u5c1d\u8bd5\u7528\u795e\u7ecf\u7f51\u7edc\u548c\u7edf\u8ba1\u5b66\u65b9\u6cd5\u627e\u4eba\u8138\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1996 \u5e74\uff1a Rowley \u7b49\u4eba\u53d1\u8868\u4e86&nbsp;<strong>\u300a\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u4eba\u8138\u68c0\u6d4b\u300b<\/strong>&nbsp;(Neural Network-Based Face Detection) \uff0c\u8fd9\u662f\u4f55\u607a\u660e\u9605\u8bfb\u7684\u7b2c\u4e00\u7bc7 CV \u8bba\u6587\uff0c\u5229\u7528\u65e9\u671f\u7684\u795e\u7ecf\u7f51\u7edc\u5728\u56fe\u50cf\u91d1\u5b57\u5854\u4e0a\u5bfb\u627e\u9762\u5b54 \u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1997 \u5e74\uff1a Osuna \u7b49\u4eba\u5f15\u5165\u4e86\u652f\u6301\u5411\u91cf\u673a\uff0c\u53d1\u8868\u4e86&nbsp;<strong>\u300a\u7528\u4e8e\u4eba\u8138\u68c0\u6d4b\u7684 SVM\u300b&nbsp;<\/strong>(SVM for Face Detection) \uff0c\u8bd5\u56fe\u5728\u6570\u636e\u4e2d\u753b\u51fa\u4e00\u6761\u5b8c\u7f8e\u7684\u5206\u7c7b\u7ebf\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2001 \u5e74\uff1a \u8457\u540d\u7684<strong>&nbsp;Viola-Jones \u6846\u67b6<\/strong>&nbsp;(The Viola-Jones Framework) &nbsp;\u6a2a\u7a7a\u51fa\u4e16\u3002\u5b83\u901a\u8fc7\u7b80\u5355\u7684\u7279\u5f81\u7ec4\u5408\u5b9e\u73b0\u4e86\u6781\u5feb\u7684\u4eba\u8138\u68c0\u6d4b\uff0c\u76f4\u5230\u4eca\u5929\uff0c\u5f88\u591a\u8001\u5f0f\u76f8\u673a\u7684\u5bf9\u7126\u529f\u80fd\u8fd8\u5f97\u611f\u8c22\u5b83\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7279\u5f81\u5de5\u7a0b\u7684\u9ec4\u91d1\u65f6\u4ee3<\/strong>\uff1a \u65e2\u7136\u300c\u6574\u5f20\u8138\u300d\u96be\u627e\uff0c\u90a3\u5c31\u627e\u300c\u5173\u952e\u70b9\u300d\u548c\u300c\u7eb9\u7406\u300d\u3002\u968f\u540e\u7684\u51e0\u5e74\uff0c\u7279\u5f81\u63cf\u8ff0\u7b26\u6210\u4e3a\u4e86\u4e3b\u89d2\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1999 \u5e74\uff1a Lowe \u63d0\u51fa\u4e86&nbsp;<strong>SIFT<\/strong>&nbsp;\uff0c\u8fd9\u79cd\u300c\u5c3a\u5ea6\u4e0d\u53d8\u7279\u5f81\u53d8\u6362\u300d\u80fd\u5728\u65cb\u8f6c\u3001\u7f29\u653e\u7684\u60c5\u51b5\u4e0b\u4f9d\u7136\u8ba4\u51fa\u7269\u4f53\uff0c\u662f\u5f53\u5e74\u7684\u7edd\u5bf9\u738b\u8005\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2003 \u5e74\uff1a Sivic \u548c Zisserman \u501f\u9274\u6587\u672c\u641c\u7d22\uff0c\u63d0\u51fa\u4e86&nbsp;<strong>\u300c\u89c6\u89c9\u8bcd\u888b\u6a21\u578b\u300d&nbsp;<\/strong>(Bag of Visual Words) \uff0c\u628a\u56fe\u7247\u770b\u4f5c\u4e00\u5806\u300c\u89c6\u89c9\u5355\u8bcd\u300d\u7684\u96c6\u5408\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2005 \u5e74\uff1a Dalal \u548c Triggs \u53d1\u660e\u4e86<strong>&nbsp;HOG&nbsp;<\/strong>(\u65b9\u5411\u68af\u5ea6\u76f4\u65b9\u56fe) \uff0c\u4e13\u95e8\u7528\u6765\u63cf\u8ff0\u884c\u4eba\u7684\u8f6e\u5ed3\u3002\u540c\u4e00\u5e74\uff0cGrauman \u548c Darrell \u63d0\u51fa\u4e86 \u300c\u91d1\u5b57\u5854\u5339\u914d\u6838\u300d (Pyramid Match Kernel) \uff0c\u7528\u6765\u6bd4\u8f83\u4e24\u7ec4\u7279\u5f81\u7684\u76f8\u4f3c\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2006 \u5e74\uff1a Lazebnik \u7b49\u4eba\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86&nbsp;<strong>\u300c\u7a7a\u95f4\u91d1\u5b57\u5854\u5339\u914d\u300d<\/strong>&nbsp;(Spatial Pyramid Matching) \uff0c\u89e3\u51b3\u4e86\u8bcd\u888b\u6a21\u578b\u4e22\u5931\u7a7a\u95f4\u4f4d\u7f6e\u4fe1\u606f\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2008 \u5e74\uff1a \u7279\u5f81\u5de5\u7a0b\u7684\u96c6\u5927\u6210\u8005&nbsp;<strong>DPM<\/strong>&nbsp;(Deformable Part Model) &nbsp;\u767b\u573a\u3002\u5b83\u628a\u7269\u4f53\u770b\u4f5c\u4e00\u4e2a\u4e2a\u53ef\u53d8\u5f62\u7684\u90e8\u4ef6\uff08\u6bd4\u5982\u4eba\u7684\u5934\u3001\u624b\u3001\u811a\uff09\uff0c\u50cf\u5f39\u7c27\u4e00\u6837\u8fde\u63a5\u5728\u4e00\u8d77\u3002\u8fd9\u662f\u4f20\u7edf\u65b9\u6cd5\u7684\u5dc5\u5cf0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u75db\u70b9\u5728\u54ea\u91cc\uff1f\u7279\u5f81\u662f\u4eba\u8bbe\u8ba1\u7684\uff08Hand-crafted\uff09\uff0c\u5206\u7c7b\u5668\uff08\u6bd4\u5982 SVM\uff09\u53ea\u80fd\u5728\u8fd9\u4e9b\u6709\u9650\u7684\u4fe1\u606f\u4e0a\u5de5\u4f5c \u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u6162\uff0c\u800c\u4e14\u5f88\u96be\u9002\u5e94\u590d\u6742\u7684\u573a\u666f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7834\u6653\uff1aAlexNet \u4e0e R-CNN \u7684\u300c\u66b4\u529b\u7f8e\u5b66\u300d<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">2012 \u5e74\uff0cAlexNet \u6a2a\u7a7a\u51fa\u4e16\uff0c\u6df1\u5ea6\u5b66\u4e60\u8bc1\u660e\u4e86\u5b83\u63d0\u53d6\u7279\u5f81\u7684\u80fd\u529b\u8fdc\u8d85\u4eba\u7c7b\u624b\u5de5\u8bbe\u8ba1 \u3002\u4f46\u662f\uff0c\u600e\u4e48\u7528\u5b83\u6765\u505a\u76ee\u6807\u68c0\u6d4b\u5462\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6df1\u5ea6\u5b66\u4e60\u7684\u60ca\u96f7\uff1a<\/strong>2012 \u5e74\uff0cAlexNet (Krizhevsky et al.) \u5728 ImageNet \u7ade\u8d5b\u4e2d\u4ee5\u538b\u5012\u6027\u4f18\u52bf\u593a\u51a0\u3002\u5b83\u8bc1\u660e\u4e86\u6df1\u5c42\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u63d0\u53d6\u7279\u5f81\u7684\u80fd\u529b\u8fdc\u8d85\u4eba\u7c7b\u624b\u5de5\u8bbe\u8ba1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251211\/v2_46da62e641fb487a97ed470a83101735@46958_oswg329608oswg1080oswg603_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>R-CNN\uff1a<\/strong>\u4ece\u5206\u7c7b\u5230\u68c0\u6d4b \u4f46\u662f\uff0c\u600e\u4e48\u7528 CNN \u505a\u76ee\u6807\u68c0\u6d4b\uff08\u6846\u51fa\u7269\u4f53\u4f4d\u7f6e\uff09\uff1f 2014 \u5e74\uff0cGirshick \u7b49\u4eba\u63d0\u51fa\u4e86\u5212\u65f6\u4ee3\u7684 R-CNN (Region-based CNN) \u3002\u5b83\u7684\u601d\u8def\u5f88\u76f4\u63a5\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5148\u7528\u4f20\u7edf\u7b97\u6cd5\uff08Selective Search\uff09\u5728\u56fe\u4e0a\u526a\u51fa\u7ea6 2000 \u4e2a\u300c\u5019\u9009\u533a\u57df\u300d (Region Proposals)\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u628a\u6bcf\u4e2a\u533a\u57df\u90fd\u6254\u8fdb CNN \u63d0\u7279\u5f81\uff0c\u518d\u7528 SVM \u5206\u7c7b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5dc5\u5cf0\uff1aFaster R-CNN \u7684\u300c\u901f\u5ea6\u8fdb\u5316\u300d<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">R-CNN \u8ba9\u6bcf\u4e2a\u5019\u9009\u6846\u90fd\u8fc7\u4e00\u904d CNN\uff0c\u8ba1\u7b97\u91cf\u5de8\u5927\u3002\u79d1\u5b66\u5bb6\u4eec\u5f00\u59cb\u601d\u8003\u5982\u4f55\u590d\u7528\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2014 \u5e74\uff1a \u4f55\u607a\u660e\u56e2\u961f\u63d0\u51fa\u4e86<strong>&nbsp;SPP-Net<\/strong>&nbsp;(Spatial Pyramid Pooling) \u3002\u5b83\u5f15\u5165\u4e86\u7a7a\u95f4\u91d1\u5b57\u5854\u6c60\u5316\u5c42\uff0c\u5141\u8bb8\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u4efb\u610f\u5927\u5c0f\u7684\u56fe\u7247\uff0c\u5e76\u4e14\u53ea\u7b97\u4e00\u6b21\u5168\u56fe\u7279\u5f81\uff0c\u5927\u5927\u52a0\u901f\u4e86\u68c0\u6d4b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2015 \u5e74\uff1a Girshick \u501f\u9274 SPP-Net\uff0c\u63a8\u51fa\u4e86<strong>&nbsp;Fast R-CNN<\/strong>&nbsp;\u3002\u5b83\u5f15\u5165\u4e86 RoI Pooling\uff0c\u628a\u7279\u5f81\u63d0\u53d6\u548c\u5206\u7c7b\u56de\u5f52\u6574\u5408\u5230\u4e86\u4e00\u4e2a\u7f51\u7edc\u91cc\uff0c\u4e0d\u4ec5\u5feb\uff0c\u8fd8\u80fd\u7aef\u5230\u7aef\u8bad\u7ec3\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251211\/v2_ca762480ccdc48078ab4103b6cc9d241@46958_oswg239022oswg1080oswg612_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u7ec8\u7684\u74f6\u9888\uff1a \u5373\u4fbf\u5982\u6b64\uff0c<strong>\u5019\u9009\u6846\uff08Region Proposals\uff09\u4f9d\u7136\u4f9d\u8d56\u90a3\u4e2a\u7b28\u91cd\u7684\u4f20\u7edf\u7b97\u6cd5\uff08Selective Search\uff09<\/strong>\uff0c\u8fd9\u6210\u4e3a\u4e86\u7cfb\u7edf\u7684\u901f\u5ea6\u74f6\u9888\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251211\/v2_3c86942fcafb40ff8d8e92c5750dad24@46958_oswg183370oswg1080oswg588_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>2015 \u5e74\uff0cFaster R-CNN \u7684\u8bde\u751f\uff1a<\/strong>\u4f55\u607a\u660e\u56e2\u961f\u63d0\u51fa\u4e86 RPN (Region Proposal Network) \u3002\u4ed6\u4eec\u4ece 1991 \u5e74 LeCun \u7b49\u4eba\u7684 \u300c\u7a7a\u95f4\u4f4d\u79fb\u795e\u7ecf\u7f51\u7edc\u300d (Space Displacement Net) \u4e2d\u83b7\u5f97\u7075\u611f\uff0c\u8ba9\u795e\u7ecf\u7f51\u7edc\u81ea\u5df1\u5728\u7279\u5f81\u56fe\u4e0a\u300c\u6ed1\u52a8\u300d\uff0c\u901a\u8fc7\u9884\u8bbe\u7684 Anchor (\u951a\u70b9) &nbsp;\u6765\u9884\u6d4b\u7269\u4f53\u53ef\u80fd\u5b58\u5728\u7684\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u81f3\u6b64\uff0c\u76ee\u6807\u68c0\u6d4b\u7684\u6240\u6709\u73af\u8282 \u2014\u2014 \u63d0\u8bae\u3001\u7279\u5f81\u63d0\u53d6\u3001\u5206\u7c7b\u3001\u56de\u5f52 \u2014\u2014 \u5168\u90e8\u88ab\u795e\u7ecf\u7f51\u7edc\u63a5\u7ba1\uff0c\u5b9e\u73b0\u4e86\u771f\u6b63\u7684\u300c\u7aef\u5230\u7aef\u300d\u5b9e\u65f6\u68c0\u6d4b\u3002\u901f\u5ea6\u548c\u7cbe\u5ea6\u53cc\u91cd\u98de\u8dc3\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u7ec8\u4e8e\u8fc8\u5165\u4e86\u5b9e\u65f6\u68c0\u6d4b\u7684\u65f6\u4ee3\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u8ff7\u96fe\u540e\u7684\u65b0\u4e16\u754c\uff1aTransformer \u4e0e\u4e07\u7269<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Faster R-CNN \u5f00\u542f\u4e86\u4e00\u4e2a\u65f6\u4ee3\uff0c\u4f46\u63a2\u7d22\u4ece\u672a\u505c\u6b62\u3002\u6f14\u8bb2\u7684\u540e\u534a\u90e8\u5206\uff0c\u4f55\u607a\u660e\u5c55\u793a\u4e86\u6280\u672f\u7684\u6d2a\u6d41\u5982\u4f55\u7ee7\u7eed\u5954\u6d8c\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65e2\u7136\u8981\u5feb\uff0c\u80fd\u4e0d\u80fd\u8fde\u300c\u5019\u9009\u6846\u300d\u8fd9\u4e2a\u6b65\u9aa4\u90fd\u4e0d\u8981\u4e86\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2016 \u5e74\uff1a&nbsp;<strong>YOLO<\/strong>&nbsp;(You Only Look Once) \u548c<strong>&nbsp;SSD&nbsp;<\/strong>(Single Shot MultiBox Detector) &nbsp;\u95ee\u4e16\u3002\u5b83\u4eec\u50cf\u4eba\u7c7b\u4e00\u773c\u770b\u5168\u56fe\u4e00\u6837\uff0c\u76f4\u63a5\u8f93\u51fa\u6240\u6709\u7269\u4f53\u7684\u4f4d\u7f6e\u548c\u7c7b\u522b\uff0c\u901f\u5ea6\u6781\u5feb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2017 \u5e74\uff1a \u4e3a\u4e86\u89e3\u51b3\u5355\u9636\u6bb5\u68c0\u6d4b\u7cbe\u5ea6\u4f4e\u7684\u95ee\u9898\uff08\u6b63\u8d1f\u6837\u672c\u4e0d\u5e73\u8861\uff09\uff0c\u4f55\u607a\u660e\u56e2\u961f\u63d0\u51fa\u4e86<strong>&nbsp;Focal Loss&nbsp;<\/strong>(RetinaNet) \u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2017 \u5e74\uff1a&nbsp;<strong>Mask R-CNN&nbsp;<\/strong>\u60ca\u8273\u4eae\u76f8\u3002\u5b83\u5728 Faster R-CNN \u7684\u57fa\u7840\u4e0a\u52a0\u4e86\u4e00\u4e2a\u5206\u652f\uff0c\u4e0d\u4ec5\u80fd\u753b\u6846\uff0c\u8fd8\u80fd\u50cf\u7d20\u7ea7\u5730\u628a\u7269\u4f53\u300c\u62a0\u300d\u51fa\u6765\uff08\u5b9e\u4f8b\u5206\u5272\uff09\uff0c\u5f15\u5165\u4e86 RoI Align &nbsp;\u89e3\u51b3\u4e86\u50cf\u7d20\u5bf9\u9f50\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2020 \u5e74\uff1a&nbsp;<strong>DETR&nbsp;<\/strong>(Detection Transformer) &nbsp;\u5c06 Transformer \u67b6\u6784\u5f15\u5165\u89c6\u89c9\u3002\u5b83\u5b8c\u5168\u629b\u5f03\u4e86 Anchor \u548c\u590d\u6742\u7684\u540e\u5904\u7406\uff08NMS\uff09\uff0c\u7528\u5168\u5c40\u6ce8\u610f\u529b\u673a\u5236\u91cd\u65b0\u5b9a\u4e49\u4e86\u68c0\u6d4b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2023 \u5e74\uff1a<strong>&nbsp;SAM&nbsp;<\/strong>(Segment Anything Model) &nbsp;\u6a2a\u7a7a\u51fa\u4e16\u3002\u5b83\u5728\u5927\u6570\u636e\u7684\u5582\u517b\u4e0b\uff0c\u5b66\u4f1a\u4e86\u300c\u5206\u5272\u4e07\u7269\u300d\uff0c\u4e0d\u518d\u53d7\u9650\u4e8e\u7279\u5b9a\u7684\u8bad\u7ec3\u7c7b\u522b\uff0c\u5c55\u793a\u4e86\u89c6\u89c9\u5927\u6a21\u578b\u7684\u96cf\u5f62\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251211\/v2_10ffb128ce9b4f0c954f7b509c34e641@46958_oswg803140oswg1080oswg577_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5728\u8fd9\u4e2a\u300c\u5927\u822a\u6d77\u65f6\u4ee3\u300d\u6211\u4eec\u5b66\u5230\u4e86\u4ec0\u4e48\uff1f<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u5728\u8fc7\u53bb\u7684\u51e0\u5341\u5e74\u91cc\u5b66\u5230\u4e86\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f55\u607a\u660e\u8bf4\uff1a\u300cWrite object detection papers and win Test of Time Awards :)\u300d\uff08\u5199\u76ee\u6807\u68c0\u6d4b\u8bba\u6587\u7136\u540e\u62ff\u5230\u65f6\u95f4\u68c0\u9a8c\u5956 \ud83d\ude42 \uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6f14\u8bb2\u6700\u540e\uff0c\u4ed6\u7528\u4e00\u5f20 Nano-Banana \u751f\u6210\u7684\u975e\u5e38\u6709\u5bd3\u610f\u7684\u56fe\u4f5c\u4e3a\u7ed3\u5c3e\uff1a\u4e00\u8258\u8239\u9a76\u5411\u8ff7\u96fe\u4e2d\u7684\u5927\u6d77\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20251211\/v2_de128ed90b1b465f874063d246a911d4@46958_oswg827935oswg1080oswg610_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u8bf4\uff0c<strong>\u79d1\u5b66\u63a2\u7d22\u5c31\u50cf\u662f\u9a76\u5165\u8ff7\u96fe<\/strong>&nbsp;\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u91cc\u6ca1\u6709\u9884\u5148\u753b\u597d\u7684\u7684\u5730\u56fe\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u4eec\u751a\u81f3\u4e0d\u77e5\u9053\u7ec8\u70b9\u662f\u5426\u5b58\u5728 \u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u624b\u5de5\u7279\u5f81\u5230 CNN\uff0c\u518d\u5230 Transformer\uff0c\u6bcf\u4e00\u6b21\u98de\u8dc3\u90fd\u662f\u63a2\u9669\u8005\u5728\u8ff7\u96fe\u4e2d\u53d1\u73b0\u7684\u65b0\u5927\u9646\u3002Faster R-CNN \u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u7b97\u6cd5\uff0c\u5b83\u6559\u4f1a\u4e86\u6211\u4eec\uff1a\u5f53\u65e7\u7684\u7ec4\u4ef6\u6210\u4e3a\u74f6\u9888\u65f6\uff0c\u7528\u66f4\u5f3a\u5927\u7684\u53ef\u5b66\u4e60\u6a21\u578b\u53bb\u53d6\u4ee3\u5b83\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u4e0b\u4e00\u4e2a\u5341\u5e74\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u300c\u5723\u676f\u300d\u4f1a\u662f\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/36kr.com\/p\/3591037483254016\">https:\/\/36kr.com\/p\/3591037483254016<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u89c6\u89c9\u76ee\u6807\u68c0\u6d4b\u7b80\u53f2 \u4e0d\u4e45\u524d\uff0cNeurIPS 2025 \u987a\u5229\u4e3e\u529e\uff0c\u4f5c\u4e3a\u4eba&#46;&#46;&#46;<\/p>\n","protected":false},"author":2,"featured_media":1021,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-1020","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/1020","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/comments?post=1020"}],"version-history":[{"count":1,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/1020\/revisions"}],"predecessor-version":[{"id":1022,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/1020\/revisions\/1022"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media\/1021"}],"wp:attachment":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media?parent=1020"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/categories?post=1020"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/tags?post=1020"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}