{"id":14896,"date":"2018-10-11T00:00:02","date_gmt":"2018-10-10T16:00:02","guid":{"rendered":"https:\/newsletter.sinica.edu.tw\/?p=14896"},"modified":"2021-04-28T09:38:22","modified_gmt":"2021-04-28T01:38:22","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e6%85%a7%e5%86%8d%e9%80%b2%e5%8c%96%ef%bc%8c%e9%96%8b%e5%95%9f%e9%9b%bb%e8%85%a6%e6%96%b0%e3%80%8c%e8%a6%96%e3%80%8d%e7%95%8c-%ef%bc%81","status":"publish","type":"post","link":"https:\/newsletter.sinica.edu.tw\/14896\/","title":{"rendered":"\u4eba\u5de5\u667a\u6167\u518d\u9032\u5316\uff0c\u958b\u555f\u96fb\u8166\u65b0\u300c\u8996\u300d\u754c \uff01"},"content":{"rendered":"<div class=\"aio-icon-header\">\n<h1 class=\"aio-icon-title ult-responsive\" data-ultimate-target=\"#Info-box-wrap-7138 .aio-icon-title\" data-responsive-json-new=\"{&quot;font-size&quot;:&quot;&quot;,&quot;line-height&quot;:&quot;&quot;}\">\u70ba\u4ec0\u9ebc\u8981\u7814\u7a76\u300c\u96fb\u8166\u8996\u89ba\u300d\uff1f<\/h1>\n<\/div>\n<div class=\"aio-icon-description ult-responsive\" data-ultimate-target=\"#Info-box-wrap-7138 .aio-icon-description\" data-responsive-json-new=\"{&quot;font-size&quot;:&quot;&quot;,&quot;line-height&quot;:&quot;&quot;}\">\u300c\u96fb\u8166\u8996\u89ba ( computer vision )\u300d\u662f\u7814\u7a76\u600e\u9ebc\u8b93\u6a5f\u5668\u300c\u770b\u300d\u9019\u500b\u4e16\u754c\u3002\u5728\u76f8\u6a5f\u3001\u624b\u6a5f\u3001\u76e3\u8996\u5668\u3001\u884c\u8eca\u7d00\u9304\u5668\u7b49\u8a2d\u5099\u7121\u6240\u4e0d\u5728\u7684\u4eca\u5929\uff0c\u4eba\u985e\u793e\u6703\u4e2d\u7684\u8996\u8a0a\u8cc7\u6599\u91cf\uff0c\u524d\u6240\u672a\u6709\u5730\u5de8\u5927\u3002\u4e2d\u7814\u9662\u8cc7\u8a0a\u6240\u7279\u8058\u7814\u7a76\u54e1\u5ed6\u5f18\u6e90\u8207\u5718\u968a\uff0c\u6559\u96fb\u8166\u61c2\u5f97\u5075\u6e2c\u3001\u8b58\u5225\u3001\u5206\u6790\u9019\u4e9b\u5f71\u50cf\u8a0a\u606f\uff0c\u9032\u800c\u505a\u51fa\u5224\u65b7\u6216\u884c\u52d5\uff0c\u5982\u6b64\u53ef\u884d\u751f\u5404\u7a2e\u91cd\u8981\u7684\u61c9\u7528\uff0c\u5982\u4eba\u81c9\u8fa8\u8b58\u3001\u7269\u4ef6\u5075\u6e2c\u3001\u8eca\u8f1b\u8ffd\u8e64\u3001\u8857\u666f\u5206\u6790\u7b49\u3002<\/div>\n<div data-ultimate-target=\"#Info-box-wrap-7138 .aio-icon-description\" data-responsive-json-new=\"{&quot;font-size&quot;:&quot;&quot;,&quot;line-height&quot;:&quot;&quot;}\"><\/div>\n<div data-ultimate-target=\"#Info-box-wrap-7138 .aio-icon-description\" data-responsive-json-new=\"{&quot;font-size&quot;:&quot;&quot;,&quot;line-height&quot;:&quot;&quot;}\">\n<p>\u8f15\u6309\u5feb\u9580\uff0c\u76f8\u6a5f\u53ef\u4ee5\u5feb\u901f\u627e\u5230\u4eba\u81c9\u5c0d\u7126\uff1b\u6a5f\u5834\u5feb\u901f\u901a\u95dc\u7a97\u53e3\uff0c\u6a5f\u5668\u80fd\u5728\u5e7e\u79d2\u9418\u4e4b\u5167\u8a8d\u51fa\u4f60\u662f\u8ab0\uff1b\u88dd\u4e00\u53f0\u651d\u5f71\u6a5f\uff0c\u5c31\u53ef\u4ee5\u8a08\u7b97\u67d0\u6bb5\u6642\u9593\u5167\u6709\u591a\u5c11\u4eba\u8eca\u7d93\u904e\u2026\u2026\u300c\u96fb\u8166\u8996\u89ba\u300d\u52a0\u4e0a\u300c\u6a5f\u5668\u5b78\u7fd2\u300d\u6280\u8853\u7684\u9032\u6b65\uff0c\u8b93\u6211\u5011\u7684\u751f\u6d3b\u66f4\u52a0\u5b89\u5168\u53ca\u4fbf\u5229\u3002<\/p>\n<p>\u4e0d\u904e\uff0c\u96fb\u8166\u53ef\u4e0d\u662f\u4e00\u958b\u59cb\u5c31\u9019\u9ebc\u8070\u660e\u7684\u3002<\/p>\n<\/div>\n<div id=\"attachment_14897\" style=\"width: 850px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14897\" class=\" wp-image-14897\" src=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_01.png\" alt=\"\" width=\"840\" height=\"560\" srcset=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_01.png 2137w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_01-300x200.png 300w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_01-768x512.png 768w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_01-1024x682.png 1024w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_01-1080x720.png 1080w\" sizes=\"(max-width: 840px) 100vw, 840px\" \/><p id=\"caption-attachment-14897\" class=\"wp-caption-text\">\u7814\u7a76\u96fb\u8166\u8996\u89ba\u53ca\u6a5f\u5668\u5b78\u7fd2\uff0c\u8a2d\u6cd5\u8b93\u96fb\u8166\u8b8a\u8070\u660e\u7684\u5ed6\u5f18\u6e90\u535a\u58eb<br \/>\u651d\u5f71\uff5c\u5f35\u8a9e\u8fb0 \u5716\u8aaa\u8a2d\u8a08\uff5c\u9ec3\u6977\u5143<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2 class=\"contains_subtitle_icon\"><strong><b>\u6559\u96fb\u8166\u770b\u4e16\u754c \u7279\u5fb5\u8fa8\u8a8d\u7b2c\u4e00\u8ab2<\/b><\/strong><\/h2>\n<p>\u96fb\u8166\u300c\u770b\u300d\u4e16\u754c\u7684\u65b9\u5f0f\uff0c\u548c\u4f60\u6211\u5f88\u4e0d\u4e00\u6a23\u3002\u5728\u6211\u5011\u773c\u4e2d\uff0c\u4e00\u5f35\u5716\u756b\u88e1\u53ef\u80fd\u6709\u4eba\u7269\u6709\u98a8\u666f\u3002\u4f46\u5728\u96fb\u8166\u300c\u773c\u300d\u4e2d\uff0c\u537b\u53ea\u662f\u5e7e\u842c\u5e7e\u5104\u500b\u4e0d\u540c\u984f\u8272\u7684\u5c0f\u9ede (\u5176\u5be6\u5c31\u662f\u50cf\u7d20\uff0cpixel)\uff0c\u4ee5\u67d0\u500b\u9806\u5e8f\u6392\u5217\u8d77\u4f86\u800c\u5df2\u3002<\/p>\n<div id=\"attachment_14898\" style=\"width: 784px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14898\" class=\" wp-image-14898\" src=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_02.png\" alt=\"\" width=\"774\" height=\"506\" srcset=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_02.png 1000w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_02-300x196.png 300w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_02-768x502.png 768w\" sizes=\"(max-width: 774px) 100vw, 774px\" \/><p id=\"caption-attachment-14898\" class=\"wp-caption-text\">\u7576\u300c\u4eba\u773c\u770b\u4e16\u754c\u300d\u6642\uff0c\u53ef\u4ee5\u6709\u908f\u8f2f\u5730\u601d\u8003\u3001\u89e3\u91cb\u773c\u524d\u7684\u4eba\u4e8b\u7269<br \/>\u8cc7\u6599\u4f86\u6e90\uff5c\u5ed6\u5f18\u6e90<\/p><\/div>\n<p>&nbsp;<\/p>\n<div id=\"attachment_14899\" style=\"width: 775px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14899\" class=\" wp-image-14899\" src=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_03.png\" alt=\"\" width=\"765\" height=\"507\" srcset=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_03.png 1000w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_03-300x199.png 300w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_03-768x509.png 768w\" sizes=\"(max-width: 765px) 100vw, 765px\" \/><p id=\"caption-attachment-14899\" class=\"wp-caption-text\">\u4f46\u300c\u96fb\u8166\u770b\u4e16\u754c\u300d\u6642\uff0c\u4e00\u68df\u5efa\u7bc9\u6216\u4e00\u500b\u78bc\u982d\uff0c\u5728\u96fb\u8166\u773c\u4e2d\u53ea\u662f\u4e00\u5806\u50cf\u7d20\u3001\u6216\u4e00\u4e32\u4f4d\u5143<br \/>\u8cc7\u6599\u4f86\u6e90\uff5c\u5ed6\u5f18\u6e90<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u4e2d\u592e\u7814\u7a76\u9662\u8cc7\u8a0a\u6240\u7279\u8058\u7814\u7a76\u54e1\u5ed6\u5f18\u6e90\uff0c\u7aae\u7562\u751f\u4e4b\u529b\uff0c\u90fd\u5728\u6559\u96fb\u8166\u600e\u9ebc\u300c\u770b\u300d\u4e16\u754c\uff1a\u5f9e 0 \u8207 1 \u7d44\u5408\u6210\u7684\u6578\u4f4d\u4e16\u754c\u4e2d\uff0c\u627e\u51fa\u5404\u7a2e\u300c\u7279\u5fb5\u300d\u3001\u4e26\u64da\u6b64\u8b58\u5225\u51fa\u7279\u5b9a\u7684\u7269\u4ef6\uff0c\u9032\u800c\u5224\u65b7\u8996\u8a0a\u8cc7\u6599\u7684\u610f\u7fa9\u3002<\/p>\n<p>\u6bd4\u65b9\u8aaa\uff0c\u5abd\u5abd\u4eca\u5929\u71d9\u4e86\u500b\u6372\u6372\u982d\u56de\u5bb6\uff0c\u7238\u7238\u53ef\u80fd\u6703\u4e00\u6642\u4e4b\u9593\u8a8d\u4e0d\u51fa\u4f86\uff0c\u4f46\u96fb\u8166\u4f9d\u7136\u80fd\u8fa8\u8a8d\u9019\u4f4d\u6372\u9aee\u5973\u58eb\u662f\u5abd\u5abd\uff0c\u56e0\u70ba\u4e94\u5b98\u4e26\u6c92\u6709\u6539\u8b8a\u3002\u5ed6\u5f18\u6e90\u548c\u7814\u7a76\u5718\u968a\u5728 2001 \u5e74\u767c\u8868\u7684\u8ad6\u6587\uff0c\u63a2\u8a0e\u6b64\u4e00\u554f\u984c\uff0c\u8b49\u660e\u300c\u4e94\u5b98\u7279\u5fb5\u300d\u624d\u662f\u96fb\u8166\u8fa8\u8b58\u4eba\u81c9\u7684\u4f9d\u64da\uff0c\u800c\u975e\u4e94\u5b98\u4e4b\u5916\u7684\u9aee\u578b\u3001\u8863\u8457\u3001\u9996\u98fe\u7b49\uff0c\u6b64\u77e5\u8b58\u8b93\u696d\u754c\u7684\u81c9\u90e8\u8fa8\u8b58\u7cfb\u7d71\u767c\u5c55\u5730\u66f4\u7cbe\u6e96\uff0c\u4e5f\u6210\u70ba\u9019\u9818\u57df\u8fd1\u5eff\u5e74\u4f86\u5fc5\u8b80\u7684\u6587\u737b\u4e4b\u4e00\u3002<\/p>\n<p>\u4ee5\u300c\u8b58\u5225\u300d\u8207\u300c\u6bd4\u5c0d\u300d\u70ba\u6838\u5fc3\uff0c\u96fb\u8166\u8996\u89ba\u5ef6\u4f38\u51fa\u5f88\u591a\u7528\u9014\u3002\u5ed6\u5f18\u6e90\u548c\u7814\u7a76\u5718\u968a\u5eff\u591a\u5e74\u4f86\u958b\u767c\u51fa\u4e86\u591a\u9805\u5275\u65b0\u6280\u8853\uff0c\u50cf\u662f\u4eba\u81c9\u548c\u8eca\u724c\u7684\u8fa8\u8b58\u7cfb\u7d71\uff0c\u73fe\u5728\u5df2\u662f\u6cbb\u5b89\u4fdd\u5168\u7684\u91cd\u8981\u5229\u5668\uff1b\u800c\u6578\u4f4d\u6a94\u6848\u52a0\u4e0a\u300c\u96de\u5c3e\u9152\u6d6e\u6c34\u5370\u300d\uff0c\u5247\u53ef\u4ee5\u9632\u7bc4\u8f9b\u82e6\u7684\u667a\u6167\u7d50\u6676\u88ab\u76dc\u7528\u3002<\/p>\n<h2 class=\"contains_subtitle_icon\"><strong><b>\u5999\u624b\u56de\u6625 \u8001\u76f8\u7247\u8001\u96fb\u5f71\u91cd\u7372\u65b0\u751f<\/b><\/strong><\/h2>\n<p>2006 \u5e74\u8d77\uff0c\u5ed6\u5f18\u6e90\u63a5\u624b\u53e6\u4e00\u9805\u8271\u96e3\u4efb\u52d9\uff1a\u300c\u6578\u4f4d\u5178\u85cf\u8207\u6578\u4f4d\u5b78\u7fd2\u570b\u5bb6\u578b\u79d1\u6280\u8a08\u756b\u300d\u3002\u9762\u5c0d\u9f90\u5927\u7684\u6578\u4f4d\u5178\u85cf\u6a94\u6848\uff0c\u9996\u8981\u5de5\u4f5c\u5c31\u662f\u5feb\u901f\u6709\u6548\u5730\u5224\u8b80\u3001\u8a3b\u89e3\u3001\u4e26\u64f7\u53d6\u591a\u5a92\u9ad4\u5167\u5bb9\u3002\u591a\u5a92\u9ad4\u8cc7\u6599\u4e0d\u53ea\u5716\u7247\uff0c\u9084\u5305\u62ec\u5f71\u7247\u3002\u5f71\u7247\u7b49\u65bc\u662f\u4e00\u79d2\u9418 30 \u5f35\u5716\u7247\u4e32\u63a5\u5728\u4e00\u8d77\uff0c\u518d\u52a0\u4e0a\u8072\u97f3\uff0c\u8cc7\u8a0a\u91cf\u975e\u5e38\u9f90\u5927\uff0c\u56e0\u6b64\u5206\u6790\u96e3\u5ea6\uff0c\u8ddf\u7c21\u55ae\u7684\u5716\u7247\u4e0d\u53ef\u540c\u65e5\u800c\u8a9e\u3002<\/p>\n<p>\u53e6\u5916\u4e00\u500b\u5927\u96e3\u984c\u662f\uff0c\u8a31\u591a\u73cd\u8cb4\u7684\u8001\u81a0\u6372\uff0c\u6709\u7684\u88ab\u87f2\u86c0\u3001\u6709\u7684\u751a\u81f3\u767c\u9709\u4e86\uff0c\u773c\u770b\u5c31\u8981\u640d\u6bc0\u3002\u9084\u597d\uff0c\u5ed6\u5f18\u6e90\u7814\u7a76\u5718\u968a\u6210\u529f\u6253\u51fa\u4e00\u8a18\u300c\u9084\u6211\u6f02\u4eae\u62f3\u300d\uff01\u4e00\u9023\u4e32\u8996\u8a0a\u7be1\u6539 ( video inpainting ) \u7684\u7814\u7a76\uff0c\u61c9\u7528\u5728\u6578\u4f4d\u4fee\u88dc\u6280\u8853\u4e0a\uff0c\u6210\u529f\u5e6b\u53d7\u640d\u7684\u7167\u7247\u6216\u5f71\u7247\u300c\u56de\u6625\u300d\u3002<\/p>\n<blockquote>\n<h4><strong>\u5148\u8981\u80fd\u300c\u7be1\u6539\u300d\uff0c\u624d\u6709\u80fd\u529b\u300c\u4fee\u5fa9\u300d\u3002<\/strong><\/h4>\n<\/blockquote>\n<p>\u4ec0\u9ebc\u662f\u8996\u8a0a\u7be1\u6539\uff1f\u76ee\u7684\u4e0d\u662f\u8981\u634f\u9020\u4e0d\u5b58\u5728\u7684\u6b77\u53f2\u3001\u6216\u662f\u88fd\u9020\u865b\u69cb\u7684\u756b\u9762\uff0c\u4f46\u900f\u904e\u300c\u7121\u4e2d\u751f\u6709\u300d\u7684\u539f\u7406\uff0c\u537b\u53ef\u4ee5\u9084\u539f\u5df2\u7d93\u88ab\u7834\u58de\u7684\u5143\u7d20\u3002\u50cf\u4e0b\u5716\u7167\u7247\u6240\u793a\uff0c\u539f\u672c\u6591\u99c1\u9673\u820a\uff0c\u4f46\u96fb\u8166\u7a0b\u5f0f\u53ef\u4ee5\u81ea\u52d5\u64f7\u53d6\u647a\u75d5\u5468\u908a\u7684\u5f71\u50cf\u8cc7\u8a0a\uff0c\u7528\u985e\u4f3c\u300c\u6a21\u64ec\u300d\u7684\u65b9\u5f0f\uff0c\u7522\u751f\u51fa\u539f\u672c\u4e0d\u5b58\u5728\u65bc\u7167\u7247\u4e0a\u7684\u5143\u7d20\uff0c\u628a\u7f3a\u640d\u7d66\u586b\u88dc\u8d77\u4f86\u3002<\/p>\n<div id=\"attachment_14900\" style=\"width: 815px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14900\" class=\"size-full wp-image-14900\" src=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_04.jpg\" alt=\"\" width=\"805\" height=\"468\" srcset=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_04.jpg 805w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_04-300x174.jpg 300w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_04-768x446.jpg 768w\" sizes=\"(max-width: 805px) 100vw, 805px\" \/><p id=\"caption-attachment-14900\" class=\"wp-caption-text\">\u5145\u6eff\u6b72\u6708\u75d5\u8de1\u7684\u8001\u7167\u7247 (\u5de6)\uff0c\u6309\u4e00\u500b\u9375\uff0c\u8272\u8abf\u4e0d\u518d\u6cdb\u9ec3\u3001\u647a\u75d5\u4e5f\u6d88\u5931\u7121\u8e64 (\u53f3)<br \/>\u8cc7\u6599\u4f86\u6e90\uff5c\u5ed6\u5f18\u6e90 \u5716\u8aaa\u8a2d\u8a08\uff5c\u9ec3\u6977\u5143<\/p><\/div>\n<p>\u8981\u4fee\u88dc\u52d5\u614b\u7684\u5f71\u7247\u66f4\u52a0\u56f0\u96e3\uff0c\u5ed6\u5f18\u6e90\u5718\u968a\u505a\u51fa\u4e86\u9818\u5148\u4e16\u754c\u7684\u5275\u65b0\u7814\u7a76\uff0c\u63a1\u7528\u4e00\u7a2e ISOMAP \u6280\u8853\uff0c\u4ee5\u975e\u7dda\u6027\u7684\u65b9\u5f0f\u964d\u4f4e\u7dad\u5ea6\uff0c\u4e0d\u4f46\u6e1b\u5c11\u4e86\u5f71\u7247\u8cc7\u6599\u904b\u7b97\u6240\u9700\u7684\u8a18\u61b6\u5bb9\u91cf\uff0c\u9084\u80fd\u7528\u7a7a\u9593\u7684\u8f49\u63db\uff0c\u586b\u88dc\u4e0a\u88ab\u7834\u58de\u7684\u7247\u6bb5\uff0c\u8b93\u52d5\u4f5c\u770b\u8d77\u4f86\u81ea\u7136\u800c\u9023\u7e8c\u3002\u8a31\u591a\u767c\u9709\u7684\u8001\u81a0\u6372\u3001\u7d93\u5178\u96fb\u5f71\u6216\u76f8\u7247\uff0c\u5728\u9019\u9805\u6280\u8853\u4e4b\u4e0b\uff0c\u91cd\u7372\u65b0\u751f\u3002<\/p>\n<div id=\"attachment_14901\" style=\"width: 815px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14901\" class=\" wp-image-14901\" src=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_05.png\" alt=\"\" width=\"805\" height=\"563\" srcset=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_05.png 2085w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_05-300x210.png 300w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_05-768x537.png 768w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_05-1024x717.png 1024w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_05-1080x756.png 1080w\" sizes=\"(max-width: 805px) 100vw, 805px\" \/><p id=\"caption-attachment-14901\" class=\"wp-caption-text\">\u4eba\u9023\u7e8c\u7684\u52d5\u4f5c\uff0c\u7d93\u904e ISOMAP \u6280\u8853\u9032\u884c\u8f49\u63db\u5f8c\uff0c\u9023\u7d50\u9023\u7e8c\u59ff\u614b\u8b8a\u5316\u7684\u8ecc\u8de1<br \/>\u8cc7\u6599\u4f86\u6e90\uff5c\u5ed6\u5f18\u6e90 \u5716\u8aaa\u8a2d\u8a08\uff5c\u9ec3\u6977\u5143\u3001\u5f35\u8a9e\u8fb0<\/p><\/div>\n<p>&nbsp;<\/p>\n<h2 class=\"contains_subtitle_icon\"><strong><b>\u4eba\u5de5\u667a\u6167\u7576\u9053 \u96fb\u8166\u8996\u89ba\u6280\u8853\u7a81\u98db\u731b\u9032<\/b><\/strong><\/h2>\n<p>\u4ee5\u4e0a\u6240\u6709\u7814\u7a76\u8207\u6280\u8853\uff0c\u5728 2012 \u5e74\u9047\u5230\u4e86\u4e00\u500b\u91cd\u5927\u5206\u6c34\u5dba\uff0c\u90a3\u5c31\u662f\u300c\u6df1\u5ea6\u5b78\u7fd2 ( deep learning )\u300d\u6280\u8853\u7684\u61c9\u7528\u3002\u9019\u662f\u4e00\u7a2e\u985e\u795e\u7d93\u7db2\u7d61\u7814\u7a76\uff0c\u4e5f\u5c31\u662f\u7528\u6578\u5b78\u6a21\u578b\u53bb\u6a21\u64ec\u751f\u7269\u4e2d\u6a1e\u795e\u7d93\u7684\u7d50\u69cb\u548c\u529f\u80fd\u3002<\/p>\n<p>\u65e9\u671f\uff0c\u9019\u6a23\u7684\u7814\u7a76\u53d7\u9650\u65bc\u96fb\u8166\u904b\u7b97\u901f\u5ea6\uff0c\u96a8\u8457\u96fb\u8166\u6548\u80fd\u5927\u5e45\u63d0\u5347\uff0c\u6df1\u5ea6\u5b78\u7fd2\u7684\u6210\u719f\u4e5f\u4e00\u65e5\u5343\u91cc\u3002\u65e5\u524d\u55a7\u9a30\u4e00\u6642\u7684 Google Alpha Go \uff0c\u5c31\u662f\u85c9\u7531\u8f38\u5165\u4e86\u7121\u6578\u7684\u68cb\u8b5c\u8b93\u96fb\u8166\u9032\u884c\u6df1\u5ea6\u5b78\u7fd2\uff0c\u9078\u51fa\u6700\u53ef\u80fd\u7372\u52dd\u7684\u843d\u5b50\u4f4d\u7f6e\uff0c\u9010\u4e00\u64ca\u6557\u5404\u570b\u9802\u5c16\u8077\u696d\u570d\u68cb\u9078\u624b\u3002<\/p>\n<p>\u800c\u5728\u96fb\u8166\u8996\u89ba\u9818\u57df\u7684\u570b\u969b\u76db\u6703\u2500\u2500\u5927\u898f\u6a21\u8996\u89ba\u8fa8\u8b58\u7af6\u8cfd ( Large Scale Visual Recognition Challenge, ILSVRC ) \uff0c\u4e3b\u8fa6\u55ae\u4f4d\u63d0\u4f9b 1000 \u985e\u8d85\u904e 120 \u842c\u5f35\u7684\u5f71\u50cf\uff0c\u8b93\u53c3\u8cfd\u5718\u968a\u8a2d\u8a08\u7684\u7a0b\u5f0f\u53bb\u5224\u65b7\u985e\u5225\u3002 2010 \u5e74\u9996\u6b21\u8209\u8fa6\u6642\uff0c\u8868\u73fe\u6700\u4f73\u7684\u7cfb\u7d71\u932f\u8aa4\u7387\u4ecd\u9ad8\u9054 28% \u3002\u4f46\u4f86\u5230\u5206\u6c34\u5dba\u7684 2012 \u5e74\uff0c\u900f\u904e\u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\uff0c\u932f\u8aa4\u7387\u5927\u5e45\u964d\u4f4e\u5230 16% \u3002 2015 \u5e74\u66f4\u662f\u4e00\u8209\u7a81\u7834\u4eba\u985e\u6975\u9650\uff0c\u932f\u8aa4\u7387\u9054\u5230 3.7% (\u4eba\u773c\u8fa8\u8b58\u7684\u6975\u9650\u662f 5% )\uff0c\u6b63\u5f0f\u5ba3\u544a\uff0c\u96fb\u8166\u8996\u89ba\u6bd4\u4eba\u985e\u66f4\u7cbe\u6e96\u7684\u6642\u4ee3\u4f86\u81e8\u3002<\/p>\n<p>\u5ed6\u5f18\u6e90\u7684\u7814\u7a76\u5718\u968a\uff0c\u4e5f\u8457\u529b\u65bc\u6b64\uff0c\u958b\u5c55\u4e86\u5169\u9805\u5275\u65b0\u7684\u7814\u7a76\u3002\u7b2c\u4e00\u500b\uff0c\u662f\u300c\u7c43\u7403\u9032\u653b\u6230\u8853\u5206\u6790\u300d\u3002\u96fb\u8996\u8f49\u64ad\u7684\u7403\u8cfd\uff0c\u5e38\u807d\u7403\u8a55\u6216\u6559\u7df4\uff0c\u6230\u8853\u5206\u6790\u5f97\u982d\u982d\u662f\u9053\uff0c\u672a\u4f86\uff0c\u900f\u904e\u6df1\u5ea6\u5b78\u7fd2\uff0c\u53ef\u4ee5\u8b93\u96fb\u8166\u76f4\u63a5\u5f9e\u6bd4\u8cfd\u7684\u5f71\u7247\u4e2d\uff0c\u7403\u54e1\u8dd1\u52d5\u7684\u8ecc\u8de1\uff0c\u5c31\u5224\u8b80\u51fa\u9019\u4e00\u6ce2\u9032\u653b\u662f\u6253\u4ec0\u9ebc\u6230\u8853\u3002<\/p>\n<div id=\"attachment_14902\" style=\"width: 848px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14902\" class=\" wp-image-14902\" src=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_06.jpg\" alt=\"\" width=\"838\" height=\"1098\" srcset=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_06.jpg 862w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_06-229x300.jpg 229w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_06-768x1006.jpg 768w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_06-782x1024.jpg 782w\" sizes=\"(max-width: 838px) 100vw, 838px\" \/><p id=\"caption-attachment-14902\" class=\"wp-caption-text\">\u96fb\u8166\u5148\u64f7\u53d6\u7403\u8cfd\u7684\u7247\u6bb5\uff0c\u8fa8\u8a8d\u51fa\u79fb\u52d5\u7684\u7403\u54e1 (\u4e0a\u5716)\uff0c\u7136\u5f8c\u8f49\u63db\u6210\u5e73\u9762\uff0c\u6e2c\u91cf\u79fb\u52d5\u7684\u8ecc\u8de1\u8207\u901f\u5ea6 (\u4e2d\u5716)\uff0c\u6700\u5f8c\uff0c\u900f\u904e\u6578\u5b78\u51fd\u6578\u7684\u5206\u6790\uff0c\u6bd4\u5c0d\u8cc7\u6599\u5eab\uff0c\u627e\u51fa\u76f8\u7b26\u7684\u6230\u8853 (\u4e0b\u5716)\u3002<br \/>\u8cc7\u6599\u4f86\u6e90\uff5c\u5ed6\u5f18\u6e90 \u5716\u8aaa\u8a2d\u8a08\uff5c\u9ec3\u6977\u5143<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u53e6\u4e00\u500b\u7814\u7a76\u5247\u662f\u300c\u6f14\u5531\u6703\u7247\u6bb5\u81ea\u52d5\u62fc\u8cbc ( mashup )\u300d\u3002\u4e00\u5834\u6f14\u5531\u6703\uff0c\u53ef\u80fd\u6709\u6578\u767e\u500b\u7c89\u7d72\uff0c\u5f9e\u4e0d\u540c\u89d2\u5ea6\u3001\u4e0d\u540c\u8ddd\u96e2\uff0c\u62cd\u4e0b\u4e86\u4e0d\u540c\u7247\u6bb5\uff0c\u4e0a\u50b3\u5230 YouTube \u4e0a\u3002\u90a3\u9ebc\uff0c\u6709\u6c92\u6709\u53ef\u80fd\uff0c\u8b93\u96fb\u8166\u81ea\u52d5\u6311\u51fa\u9019\u4e9b\u7247\u6bb5\uff0c\u7136\u5f8c\u91cd\u65b0\u526a\u8f2f\u6210\u9ad8\u54c1\u8cea\u7684\u5b8c\u6574\u6f14\u5531\u6703\u5f71\u50cf\u5462\uff1f\u9019\u9805\u5927\u5de5\u7a0b\u6709\u8a31\u591a\u554f\u984c\uff0c\u7b49\u8457\u5ed6\u5f18\u6e90\u7814\u7a76\u5718\u968a\u4e00\u4e00\u514b\u670d\u3002<\/p>\n<p>\u4ed6\u5011\u5148\u7528\u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\uff0c\u8b93\u96fb\u8166\u5206\u8fa8\u5f71\u50cf\u4e2d\u7684\u4e0d\u540c\u7269\u4ef6 (\u6b4c\u624b\u3001\u821e\u53f0\u3001\u6a02\u5668\u3001\u89c0\u773e\u7b49)\uff0c\u63a5\u8457\u518d\u7528\u53e6\u4e00\u5957\u6a21\u5f0f ( Error-Weighted Deep Cross-Correlation Model, EW-Deep-CCM ) \u5c0d\u5f71\u7247\u7684\u6bcf\u4e00\u500b\u93e1\u982d\u9032\u884c\u5206\u985e\uff0c\u8fa8\u8a8d\u51fa\u662f\u9060\u666f\u3001\u4e2d\u666f\u3001\u8fd1\u666f\u3001\u6216\u662f\u7279\u5beb\u3002\u7136\u5f8c\u9084\u8981\u6bd4\u5c0d\u97f3\u8a0a\uff0c\u6574\u7406\u51fa\u5f71\u7247\u7684\u6b63\u78ba\u6642\u9593\u9806\u5e8f\u3002\u6700\u5f8c\uff0c\u624d\u4f9d\u7167\u9806\u5e8f\u3001\u5206\u93e1\u908f\u8f2f\u3001\u548c\u60c5\u7dd2\u92ea\u9673\uff0c\u7d44\u5408\u51fa\u6700\u4f73\u7684\u5f71\u7247\u3002<\/p>\n<p>&nbsp;<\/p>\n<div id=\"attachment_14903\" style=\"width: 860px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-14903\" class=\" wp-image-14903\" src=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_07.png\" alt=\"\" width=\"850\" height=\"514\" srcset=\"https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_07.png 1684w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_07-300x181.png 300w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_07-768x464.png 768w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_07-1024x619.png 1024w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_07-1080x653.png 1080w, https:\/newsletter.sinica.edu.tw\/wp-content\/uploads\/2018\/10\/Liao-Hong-Yuan_20170303_07-180x109.png 180w\" sizes=\"(max-width: 850px) 100vw, 850px\" \/><p id=\"caption-attachment-14903\" class=\"wp-caption-text\">\u4e0d\u540c\u89d2\u5ea6\u3001\u4e0d\u540c\u8ddd\u96e2\u3001\u4e0d\u540c\u6bb5\u843d\u7684\u6f14\u5531\u6703\u5f71\u7247\uff0c\u6df7\u642d\u62fc\u8cbc\u6210\u5b8c\u6574\u7684\u6f14\u51fa\u8996\u8a0a<br \/>\u8cc7\u6599\u4f86\u6e90\uff5c\u5ed6\u5f18\u6e90 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