{"id":2357,"date":"2022-11-28T22:20:00","date_gmt":"2022-11-28T14:20:00","guid":{"rendered":"http:\/\/www.storagelab.org.cn\/zhangdi\/?p=2357"},"modified":"2026-02-07T17:50:32","modified_gmt":"2026-02-07T09:50:32","slug":"labeling-of-cultural-heritage-collections-on-the-intersection-of-visual-analytics-and-digital-humanities","status":"publish","type":"post","link":"https:\/\/www.divis.cn\/index.php\/2022\/11\/28\/labeling-of-cultural-heritage-collections-on-the-intersection-of-visual-analytics-and-digital-humanities\/","title":{"rendered":"Labeling of Cultural Heritage Collections on the Intersection of Visual Analytics and Digital Humanities"},"content":{"rendered":"<div class=\"lake-content\">\n<div class=\"lake-content\">\n<p id=\"u039bc1d0\" class=\"ne-p\"><strong><span class=\"ne-text\">\u4ece\u4e8b\u53ef\u89c6\u5316\u4e0e\u4eba\u6587\u79d1\u5b66\u7814\u7a76\u4ea4\u53c9\u7684\u8de8\u5b66\u79d1\u9879\u76ee<\/span><\/strong><span class=\"ne-text\">\u53ef\u80fd\u662f\u4e00\u9879\u5177\u6709\u6311\u6218\u6027\u7684\u5de5\u4f5c\u3002<\/span><\/p>\n<p id=\"u711a7967\" class=\"ne-p\"><span class=\"ne-text\">\u6311\u6218\u53ef\u80fd\u662f\u4e3a\u8fd9\u4e24\u4e2a\u9886\u57df\u627e\u5230\u6709\u4ef7\u503c\u7684\u7ed3\u679c\uff0c\u6216\u8005\u5982\u4f55\u5e94\u7528\u6700\u5148\u8fdb\u7684\u89c6\u89c9\u5206\u6790\u65b9\u6cd5\u3002\u6211\u4eec\u5728\u5904\u7406\u6587\u5316\u9057\u4ea7\u6570\u636e\u65f6\u8ba8\u8bba\u4e86\u8fd9\u4e9b\u6311\u6218\u3002\u6b64\u5916\uff0c\u5728\u5c06\u8fd9\u4e9b\u65b9\u6cd5\u5e94\u7528\u4e8e\u975e\u7269\u8d28\u9057\u4ea7\u65b9\u9762\u5b58\u5728\u5dee\u8ddd\u3002\u4e3a\u4e86\u5bf9\u4e00\u4e9b\u8de8\u5b66\u79d1\u9879\u76ee\u8fdb\u884c\u53cd\u601d\uff0c\u6211\u4eec\u5206\u6790\u4e86\u4e09\u4e2a\u6848\u4f8b\u7814\u7a76\uff0c\u91cd\u70b9\u5173\u6ce8\u5176\u4e2d\u7684\uff1a<\/span><\/p>\n<ul class=\"ne-ul\">\n<li id=\"u50daa475\"><span class=\"ne-text\">\u6587\u5316\u9057\u4ea7\u7684\u6807\u7b7e<\/span><\/li>\n<li id=\"u50399db0\"><span class=\"ne-text\">\u6570\u636e\u7684\u95ee\u9898\u548c\u6311\u6218<\/span><\/li>\n<li id=\"u1af29524\"><span class=\"ne-text\">\u53c2\u4e0e\u5f0f\u8bbe\u8ba1\u8fc7\u7a0b<\/span><\/li>\n<li id=\"u014c87b9\"><span class=\"ne-text\">\u53ef\u89c6\u5316\u5b66\u8005\u4ece\u8fd9\u4e9b\u5408\u4f5c\u4e2d\u83b7\u5f97\u7684\u6536\u83b7<\/span><\/li>\n<\/ul>\n<hr id=\"KanQ2\" class=\"ne-hr\" \/>\n<p id=\"ufbdd13b3\" class=\"ne-p\"><strong><span class=\"ne-text\">Introduction<\/span><\/strong><\/p>\n<p id=\"u3ca3b0e3\" class=\"ne-p\"><span class=\"ne-text\">\u6587\u5316\u9057\u4ea7\u6570\u636e\uff08Cultural heritage data\uff09\u79cd\u7c7b\u591a\uff0c\u5143\u6570\u636e\u8fc7\u4e8e\u4e30\u5bcc\uff0c\u4e0d\u540c\u673a\u6784\u5bf9\u5176\u6807\u6ce8\u7684\u5143\u6570\u636e\u5e76\u4e0d\u603b\u662f\u9075\u5faa\u4e00\u4e2a\u7279\u5b9a\u7684\u6807\u51c6\uff0c\u5bfc\u81f4\u6570\u636e\u6807\u7b7e\u5177\u6709\u5f02\u6784\u6027\uff0c\u4ee4\u5c06\u8fd9\u4e9b\u6570\u636e\u5408\u8d77\u6765\u8fdb\u884c\u7279\u5b9a\u5206\u6790\u7279\u522b\u96be\u3002<\/span><\/p>\n<p id=\"uc9b79eb1\" class=\"ne-p\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/img.divis.cn\/2022\/11\/image-13.png\" width=\"585\" height=\"499\" \/><\/p>\n<p id=\"u426e820c\" class=\"ne-p\"><span class=\"ne-text\">\u5982\u56fe2\uff0c\u6587\u5316\u9057\u4ea7\u6570\u636e\u7684\u6311\u6218\u4e3b\u8981\u5305\u62ec\u4e09\u4e2a\u65b9\u9762\uff1a<\/span><\/p>\n<ol class=\"ne-ol\">\n<li id=\"u8346a0ca\"><span class=\"ne-text\">\u5143\u6570\u636e\u548c\u6ce8\u91ca\uff1a<\/span><\/li>\n<\/ol>\n<ul class=\"ne-ul\">\n<li id=\"u5468d84e\"><span class=\"ne-text\">\u6587\u5316\u9057\u4ea7\u6570\u636e\u901a\u5e38\u7814\u7a76\u9762\u8f83\u5c0f\uff0c\u53ea\u6709\u6709\u9650\u89c4\u6a21\u7684\u6570\u636e\uff0c\u4ee4\u673a\u5668\u5b66\u4e60\u5e94\u7528\u901a\u5e38\u4e0d\u53ef\u884c<\/span><\/li>\n<li id=\"u711db07b\"><span class=\"ne-text\">\u6570\u636e\u5f80\u5f80\u7f3a\u4e4f\u6807\u6ce8\u6216\u8005\u6807\u6ce8\u4e0d\u53ef\u9760\uff0c\u53ea\u80fd\u91cd\u65b0\u624b\u5de5\u6807\u6ce8\u6216\u8005\u5e94\u7528\u65e0\u76d1\u7763\u65b9\u6cd5<\/span><\/li>\n<li id=\"u9d32ae47\"><span class=\"ne-text\">\u5373\u4f7f\u6709\u8db3\u591f\u7684\u6807\u6ce8\u6570\u636e\uff0c\u4e5f\u56e0\u4e3a\u6570\u636e\u901a\u5e38\u7531\u4e0d\u540c\u673a\u6784\u6570\u5b57\u5316\u800c\u5bfc\u81f4\u4e0d\u540c\u6570\u636e\u6e90\u4e4b\u95f4\u7f3a\u4e4f\u53d7\u63a7\u8bcd\u6c47\uff08\u5c31\u662f\u7f3a\u4e4f\u7edf\u4e00\u7684\u6807\u6ce8\u6807\u51c6\uff09<\/span><\/li>\n<\/ul>\n<p id=\"ue9ef059d\" class=\"ne-p\"><span class=\"ne-text\">\u5bf9\u4ee5\u4e0a\u95ee\u9898\u7684\u89e3\u51b3\u65b9\u6848\u4e3b\u8981\u662f\u4e3b\u52a8\u5b66\u4e60\uff0c\u7136\u540e\u662f\u5728\u6b64\u4e4b\u4e0a\u7684\u53ef\u89c6\u5316\u8f85\u52a9\u5de5\u5177\u5982VIAL\u3002\u4f46\u8be5\u5de5\u5177\u6ca1\u6709\u5e94\u7528\u4e8e\u542b\u6709\u5927\u91cf\u7c7b\u522b\u6807\u7b7e\u7684\u6587\u5316\u9057\u4ea7\u6570\u636e\uff08 J. Bernard, M. Zeppelzauer, M. Sedlmair, and W. Aigner. Vial: a unified process for visual interactive labeling. The Visual Computer, 34(9):1189\u20131207, 2018. \uff09<\/span><\/p>\n<ol class=\"ne-ol\" start=\"2\">\n<li id=\"uf8309dc0\"><span class=\"ne-text\">\u975e\u7269\u8d28\u9057\u4ea7<\/span><\/li>\n<\/ol>\n<p id=\"ub1f7691d\" class=\"ne-p\"><span class=\"ne-text\">\u975e\u9057\u662f\u5982\u8868\u6f14\u827a\u672f\u3001\u5de5\u827a\u3001\u4e60\u4fd7\u6216\u4eea\u5f0f\u8fd9\u6837\u7684\u65e0\u5f62\u8d44\u4ea7\uff0c\u5f80\u5f80\u9700\u8981\u5c06\u5b83\u8bb0\u5f55\u4e3a\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u7b49\u6709\u5f62\u5bf9\u8c61\u540e\u624d\u80fd\u8fdb\u884c\u7814\u7a76\u3002<\/span><\/p>\n<ol class=\"ne-ol\" start=\"3\">\n<li id=\"u9594bd1d\"><span class=\"ne-text\">\u5bf9\u4e8e\u4eba\u6587\u5b66\u79d1\u548c\u53ef\u89c6\u5316\u9886\u57df\u90fd\u6709\u4ef7\u503c\u7684\u8f93\u51fa<\/span><\/li>\n<\/ol>\n<p id=\"u43b13716\" class=\"ne-p\"><span class=\"ne-text\">\u540c\u65f6\u4e3a\u4eba\u6587\u5b66\u79d1\u548c\u53ef\u89c6\u5316\u9886\u57df\u627e\u5230\u6709\u4ef7\u503c\u6210\u679c\u5e76\u975e\u6613\u4e8b\u3002\u4f8b\u5982\uff0c\u5fb7\u9c81\u514b\u8bf4\uff1a\u201c\u8fc4\u4eca\u4e3a\u6b62\uff0c\u6ca1\u6709\u4efb\u4f55\u7814\u7a76\u7a81\u7834\u4f7f\u827a\u672f\u53f2\u9886\u57df\u611f\u5230\u5176\u57fa\u672c\u65b9\u6cd5\u3001\u4fe1\u4ef0\u539f\u5219\u6216\u65b9\u6cd5\u88ab\u6570\u5b57\u5de5\u4f5c\u6240\u6539\u53d8\u3002\u201d<\/span><\/p>\n<hr id=\"E9eV1\" class=\"ne-hr\" \/>\n<p id=\"ueb2f700c\" class=\"ne-p\"><strong><span class=\"ne-text\">3 case studies<\/span><\/strong><\/p>\n<p id=\"ue0aaba77\" class=\"ne-p\"><strong><span class=\"ne-text\">3.1 \u6587\u672c\u7248\u672c\u7684\u4ea4\u4e92\u5f0f\u4e00\u81f4\u6027\u5224\u522b<\/span><\/strong><\/p>\n<p id=\"ubbed5d21\" class=\"ne-p\"><span class=\"ne-text\"> C. Meinecke, D. Wrisley, and S. Janicke. Explaining semi-supervised text alignment through visualization. IEEE Transactions on Visualiza\u0002tion and Computer Graphics, 2021. <\/span><\/p>\n<p id=\"u4b33fda4\" class=\"ne-p\"><span class=\"ne-text\">\u7b2c\u4e00\u4e2a\u6848\u4f8b\u662f\u300a\u7f57\u5170\u4e4b\u6b4c\u300b\u7684\u4e0d\u540c\u7248\u672c\u7684\u4e00\u81f4\u6027\u5224\u522b\u3002\u53ef\u89c6\u5316\u4e13\u5bb6\u548c\u4eba\u6587\u4e13\u5bb6\u9996\u5148\u5efa\u7acb\u4e86\u4e00\u4e2a\u901a\u7528\u8bcd\u6c47\u8868\uff0c\u7136\u540e\u53ef\u89c6\u5316\u4e13\u5bb6\u4e00\u8fb9\u8bad\u7ec3\u8bcd\u5d4c\u5165\u6a21\u578b\uff0c\u4e00\u8fb9\u8ba9\u4eba\u6587\u4e13\u5bb6\u4e0e\u8bd7\u6b4c\u4e2d\u51fa\u73b0\u7684\u5355\u8bcd\u548c\u7ebf\u6761\u4e4b\u95f4\u4ea4\u4e92\u6765\u5b8c\u5584\u8bcd\u6c47\u8868\u3002\u6574\u4e2a\u8fc7\u7a0b\u5982\u4e0b\u56fe\u6240\u793a\u3002<\/span><\/p>\n<p id=\"ud5130df2\" class=\"ne-p\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/img.divis.cn\/2022\/11\/image-14.png\" width=\"581\" height=\"538\" \/><\/p>\n<p id=\"u16be7155\" class=\"ne-p\"><span class=\"ne-text\">\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6700\u5927\u7684\u95ee\u9898\u662f\u6570\u636e\u672c\u8eab\u3002\u5305\u62ecOCR\u8fc7\u7a0b\u5bfc\u81f4\u7684\u9519\u8bef\u6587\u672c\uff0c\u4e5f\u5305\u62ec\u7531\u4e8e\u5730\u533a\u65b9\u8a00\u548c\u4e66\u5199\u65b9\u8a00\u5bfc\u81f4\u7684\u5355\u8bcd\u53d8\u5316\u3002\u540c\u65f6\u56e0\u4e3a\u6ca1\u6709\u9488\u5bf9\u4e2d\u4e16\u7eaa\u6cd5\u8bed\u53ca\u5176\u65b9\u8a00\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff08\u8fd9\u4e5f\u662f\u6570\u636e\u6e90\u4e0d\u8db3\u7684\u8bed\u8a00\u5e38\u89c1 \u7684\u95ee\u9898\uff09\uff0c\u5bfc\u81f4\u60f3\u4f7f\u7528\u8bcd\u5d4c\u5165\u6a21\u578b\u53d8\u5f97\u53bf\u5f53\u5c40\u53c8\u6311\u6218\u6027\u3002\u6700\u540e\u5bf9\u7ed3\u679c\u7684\u8bc4\u4f30\u4e5f\u5f88\u56f0\u96be\uff0c\u56e0\u4e3a\u6574\u4e2a\u4e00\u81f4\u6027\u5224\u65ad\u7684\u8fc7\u7a0b\u662f\u9ad8\u5ea6\u5b9a\u6027\u7684\uff0c\u53ea\u80fd\u901a\u8fc7\u5411\u4eba\u6587\u4e13\u5bb6\u63d0\u4f9b\u4e24\u79cd\u6392\u5e8f\u7ed3\u679c\uff08\u4e00\u79cd\u662f\u5f15\u5165\u9886\u57df\u77e5\u8bc6\u524d\uff0c\u4e00\u79cd\u662f\u4e4b\u540e\uff09\u7136\u540e\u770b\u4eba\u6587\u4e13\u5bb6\u89c9\u5f97\u54ea\u79cd\u597d\uff0c\u6765\u5224\u65ad\u8fd9\u79cd\u4e00\u81f4\u6027\u5224\u5b9a\u662f\u5426\u53ef\u9760\u3002<\/span><\/p>\n<p id=\"u36b27e24\" class=\"ne-p\"><span class=\"ne-text\">\u53ef\u89c6\u5316\u4e13\u5bb6\u6bcf\u5468\u53ec\u5f00\u4e00\u6b21\u4f1a\u8bae\u8ba8\u8bba\u6f5c\u5728\u7684\u53ef\u89c6\u5316\u8bbe\u8ba1\u3002\u4f8b\u5982\u5411\u4eba\u6587\u4e13\u5bb6\u89e3\u91ca\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u73b0\u7279\u6b8a\u6392\u5217\uff0c\u53ef\u89c6\u5316\u4e13\u5bb6\u5f15\u5165\u4e86\u4e00\u4e2a\u70ed\u529b\u56fe\uff0c\u5c55\u793a\u5355\u8bcd\u5411\u91cf\u7684\u76f8\u4f3c\u6027\uff0c\u5e76\u7a81\u51fa\u663e\u793a\u5b83\u4eec\u7684\u76f8\u90bb\u4f4d\u3002\u8fd8\u6dfb\u52a0\u4e86\u4e00\u4e9b\u65b9\u6cd5\u6765\u67e5\u770b\u591a\u6b21\u8fed\u4ee3\u4e2d\u5355\u8bcd\u5411\u91cf\u90bb\u57df\u7684\u53d8\u5316\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u4f20\u8fbe\u8bd7\u6b4c\u7684\u54ea\u4e9b\u90e8\u5206\u4ee5\u53ca\u54ea\u4e9b\u5355\u8bcd\u53d7\u5230\u4e86\u4ea4\u4e92\u7684\u5f3a\u70c8\u5f71\u54cd\uff0c\u6dfb\u52a0\u4e86\u5355\u8bcd\u7ea7\u70ed\u56fe\uff0c\u663e\u793a\u5355\u8bcd\u5411\u91cf\u6216\u5176\u90bb\u57df\u7684\u53d8\u5316\u7a0b\u5ea6\u3002\u4eba\u6587\u4e13\u5bb6\u4e00\u5f00\u59cb\u5f88\u5c11\u4f7f\u7528\u5355\u8bcd\u5173\u7cfb\u7684\u6807\u8bb0\uff0c\u4f46\u968f\u7740\u5bf9\u7cfb\u7edf\u7684\u719f\u6089\uff0c\u6700\u7ec8\u8fd8\u662f\u4e3b\u8981\u4f7f\u7528\u4e86\u8fd9\u79cd\u6807\u8bb0\u65b9\u6cd5\u3002<\/span><\/p>\n<p id=\"u2941f422\" class=\"ne-p\"><span class=\"ne-text\">\u6700\u540e\u7684\u7ed3\u8bba\uff1a<\/span><\/p>\n<ul class=\"ne-ul\">\n<li id=\"u580179f1\"><span class=\"ne-text\">\u4f7f\u7528\u76f4\u63a5\u53cd\u9988\u8fdb\u884c\u6807\u8bb0\u7684\u7b80\u5355\u4ea4\u4e92\u65b9\u6cd5\uff08\u5982\u5c06\u5355\u8bcd\u4ece\u4e00\u4e2a\u4f4d\u7f6e\u79fb\u52a8\u5230\u53e6\u4e00\u4e2a\u4f4d\u7f6e\uff09\u6bd4\u4e0d\u5bb9\u6613\u638c\u63e1\u7684\u66f4\u590d\u6742\u7684\u65b9\u6cd5\uff08\u5982\u5bf9\u591a\u4e2a\u5355\u8bcd\u548c\u53e5\u5b50\u6210\u5206\u5e94\u7528\u8bc4\u5206\u65b9\u6cd5\uff09\u66f4\u5177\u5438\u5f15\u529b\u3002<\/span><\/li>\n<li id=\"ua724b345\"><span class=\"ne-text\">\u4e0d\u9700\u8981\u5c06\u57fa\u4e8e\u53c2\u6570\u7684\u65b9\u6cd5\u4e0e\u81ea\u52a8\u65b9\u6cd5\u8fdb\u884c\u6bd4\u8f83\u7684\u590d\u6742\u89c6\u56fe\u3002<\/span><\/li>\n<\/ul>\n<p id=\"u295a006f\" class=\"ne-p\"><strong><span class=\"ne-text\">3.2 \u5728\u4e2d\u4e16\u7eaa\u624b\u7a3f\u4e2d\u5b9e\u4f53\u7684\u53ef\u89c6\u5316<\/span><\/strong><\/p>\n<p id=\"u54ca7c00\" class=\"ne-p\"><span class=\"ne-text\"> C. Meinecke, D. J. Wrisley, and S. Janicke. From modern to medieval: \u00a8 Detecting and visualizing entities in manuscripts of marco polo\u2019s de\u0002visement du monde. In Proceedings of the Digital Humanities 2022, 2022. <\/span><\/p>\n<p id=\"ub55892a2\" class=\"ne-p\"><span class=\"ne-text\">\u6570\u636e\u96c6\u662f700\u5f20\u6cd5\u56fd\u9a6c\u53ef\u6ce2\u7f57\u98ce\u683c\u7684\u4e2d\u4e16\u7eaa\u624b\u7a3f\uff0c\u6211\u4eec\u7684\u60f3\u6cd5\u662f\u4ee5\u7c7b\u4f3c\u6587\u672c\u76f8\u4f3c\u6027\u5224\u65ad\u7684\u65b9\u5f0f\u5173\u6ce8\u624b\u7a3f\u4e2d\u56fe\u50cf\u5185\u5bb9\u7684\u76f8\u4f3c\u6027\u3002<\/span><\/p>\n<p id=\"u23eb1e84\" class=\"ne-p\"><span class=\"ne-text\">\u9879\u76ee\u4f9d\u7136\u75311\u4e2a\u4eba\u6587\u4e13\u5bb6\u548c1\u4e2a\u53ef\u89c6\u5316\u4e13\u5bb6\u5408\u4f5c\u5b8c\u6210\u3002\u4e00\u5f00\u59cb\uff0c\u53ef\u89c6\u5316\u4e13\u5bb6\u4f7f\u7528R-CNN\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8fdb\u884c\u5bf9\u8c61\u68c0\u6d4b\uff0c\u8be5\u6a21\u578b\u5728ImageNet\u4e0a\u8bad\u7ec3\u7279\u5f81\u63d0\u53d6\u5e76\u5728Open Image\u4e0a\u8bad\u7ec3\u5bf9\u8c61\u68c0\u6d4b\u3002\u4f46\u662f\uff0c\u7531\u4e8eImageNet\u548cOpen Image\u4e24\u4e2a\u6570\u636e\u96c6\u7684\u5b9e\u4f53\u53ca\u5bf9\u5e94\u8bcd\u4e0e\u4e2d\u4e16\u7eaa\u624b\u7a3f\u4e2d\u7684\u5185\u5bb9\u4e0d\u5339\u914d\uff08\u4f8b\u5982\u4f60\u4e0d\u53ef\u80fd\u5728\u4e2d\u4e16\u7eaa\u624b\u7a3f\u4e2d\u627e\u5230\u7535\u89c6\u3001\u98de\u673a\u5bf9\u5e94\u7684\u5b9e\u4f53\u548c\u5173\u952e\u8bcd\uff09\u3002\u6b64\u5916\u8fd9\u4e2a\u6570\u636e\u96c6\u6ca1\u6709\u88ab\u8fb9\u754c\u6846\u6807\u6ce8\uff0c\u6240\u4ee5\u6ca1\u6709\u4e00\u4e2a\u611f\u5174\u8da3\u5bf9\u8c61\u5217\u8868\uff0c\u540c\u65f6\u6570\u636e\u96c6\u89c4\u6a21\u592a\u5c0f\uff0c\u96be\u4ee5\u7528\u6765\u8bad\u7ec3\u4e00\u4e2a\u65b0\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u3002<\/span><\/p>\n<p id=\"u8b695c32\" class=\"ne-p\"><span class=\"ne-text\">\u4e3a\u6b64\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u4e00\u4e2a\u65b0\u7684\u53ef\u89c6\u5316\u754c\u9762\u63a2\u7d22\u5206\u7c7b\u7ed3\u679c\u3002\u5b83\u5141\u8bb8\u4eba\u6587\u4e13\u5bb6\u6d4f\u89c8\u4e0d\u540c\u7684\u5bf9\u8c61\u8bc6\u522b\u5206\u7c7b\u7ed3\u679c\uff0c\u5e76\u5c06\u4e00\u4e2a\u7279\u5b9a\u7684\u7c7b\u578b\u4e0e\u5176\u5404\u79cd\u63cf\u8ff0\u8fdb\u884c\u53ef\u89c6\u5316\u7684\u6bd4\u8f83\u3002\u4eba\u6587\u4e13\u5bb6\u53ef\u4ee5\u5220\u9664\u5f53\u4ee3\u7c7b\u3002\u5728\u56fe\u50cf\u7ea7\u522b\u4e0a\uff0c\u5982\u56fe4\u6240\u793a\uff0c\u5c06\u6240\u6709\u68c0\u6d4b\u7ed3\u679c\u663e\u793a\u4e3a\u5177\u6709\u7f6e\u4fe1\u5206\u6570\u7684\u8fb9\u754c\u6846\uff0c\u5e76\u5141\u8bb8\u57fa\u4e8e\u7c7b\u522b\u548c\u7f6e\u4fe1\u5ea6\u8fdb\u884c\u8fc7\u6ee4\uff0c\u4ee5\u9632\u6b62\u89c6\u89c9\u6df7\u4e71\u3002\u6b64\u5916\uff0c\u8fd8\u5141\u8bb8\u7ed8\u5236\u65b0\u7684\u8fb9\u754c\u6846\u3001\u521b\u5efa\u65b0\u7684\u7c7b\u522b\u3001\u91cd\u65b0\u6807\u8bb0\u5df2\u6709\u8fb9\u754c\u6846\u3002<\/span><\/p>\n<p id=\"u5c826970\" class=\"ne-p\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/img.divis.cn\/2022\/11\/image-15.png\" width=\"544\" height=\"508\" \/><\/p>\n<p id=\"uc242d45c\" class=\"ne-p\"><span class=\"ne-text\">\u7ed3\u8bba\uff1a<\/span><\/p>\n<ul class=\"ne-ul\">\n<li id=\"uadba6e51\"><span class=\"ne-text\">\u8be5\u9879\u76ee\u8868\u660e\uff0c\u8981\u505a\u8fd9\u79cd\u5c0f\u6837\u672c\u7279\u5b9a\u65b9\u5411\u7684\u7814\u7a76\uff0c\u9700\u8981\u6709\u7279\u5b9a\u7684\u6807\u7b7e\u5c42\u6b21\u7ed3\u6784\uff0c\u8fd8\u9700\u8981\u7edf\u4e00\u4e0d\u540c\u6570\u636e\u96c6\u8bcd\u6c47\u7684\u65b9\u6cd5\u3002<\/span><\/li>\n<li id=\"u27d1aa5e\"><span class=\"ne-text\">\u8fd9\u4e9b\u6570\u636e\u96c6\u7684\u624b\u52a8\u6807\u8bb0\u9700\u8981\u82b1\u8d39\u5927\u91cf\u65f6\u95f4\uff0c\u56e0\u6b64\u9700\u8981\u4e3a\u591a\u6807\u7b7e\u95ee\u9898\u96c6\u6210\u89c6\u89c9\u4ea4\u4e92\u6807\u8bb0\u6216\u8005\u5f31\u76d1\u7763\uff0c\u4ee5\u51cf\u5c11\u624b\u52a8\u5de5\u4f5c\u91cf\u3002<\/span><\/li>\n<\/ul>\n<p id=\"ue9389843\" class=\"ne-p\"><strong><span class=\"ne-text\">3.3 \u4e2d\u4e16\u7eaa\u56fe\u753b\u7684\u5206\u7ea7\u5206\u7c7b<\/span><\/strong><\/p>\n<p id=\"u54d3af63\" class=\"ne-p\"><span class=\"ne-text\"> C. Meinecke, E. Gueville, D. J. Wrisley, and S. J \u00b4 anicke. A visual \u00a8 analytics framework for composing a hierarchical classification for medieval illuminations. arXiv preprint, 2022. <\/span><\/p>\n<p id=\"u7f10e7ac\" class=\"ne-p\"><span class=\"ne-text\">\u6700\u540e\u4e00\u4e2a\u6848\u4f8b\u662f\u8981\u7ec4\u5408\u4e24\u4e2a\u4e2d\u4e16\u7eaa\u56fe\u753b\u6570\u636e\u96c6\uff0c\u6700\u7ec8\u521b\u5efa\u4e00\u4e2a\u901a\u7528\u7684\u6807\u7b7e\u8bcd\u6c47\u8868\u3002\u8fd9\u4e2a\u4e24\u4e2a\u6570\u636e\u96c6\u6765\u81ea\u4e0d\u540c\u7684\u673a\u6784\uff0c\u5e76\u4f7f\u7528\u4e0d\u540c\u7684\u6807\u7b7e\u4f53\u7cfb\u8fdb\u884c\u4e86\u6807\u6ce8\u3002\u5728\u521b\u5efa\u8fc7\u7a0b\u4e2d\u8fd8\u53ef\u4ee5\u521b\u5efa\u57fa\u4e8e\u65f6\u7a7a\u7684\u7279\u5b9a\u6807\u7b7e\u7ed3\u6784\uff0c\u7528\u4e8e\u5206\u7c7b\u548c\u68c0\u6d4b\u56fe\u753b\u4e2d\u7684\u5b9e\u4f53\u3002\u672a\u6765\u7684\u76ee\u6807\u662f\u8c03\u67e5\u5b9e\u4f53\u7684\u89c6\u89c9\u63cf\u8ff0\u662f\u5982\u4f55\u57fa\u4e8e\u65f6\u7a7a\u53d8\u5316\u800c\u53d8\u5316\uff0c\u5e76\u7814\u7a76\u5176\u76f8\u4f3c\u6027\u548c\u5dee\u5f02\u3002\u6574\u4e2a\u5de5\u4f5c\u6d41\u5982\u56fe5\u6240\u793a\u3002<\/span><\/p>\n<p id=\"u1fbffd41\" class=\"ne-p\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/img.divis.cn\/2022\/11\/image-16-1.png\" width=\"1097\" height=\"429\" \/><\/p>\n<p id=\"u43c20731\" class=\"ne-p\"><span class=\"ne-text\">\u5de5\u4f5c\u4e2d\u4e3b\u8981\u6709\u4e24\u4e2a\u96be\u9898\u3002\u4e00\u4e2a\u662f\u4ece\u624b\u7a3f\u9875\u9762\u81ea\u52a8\u63d0\u53d6\u56fe\u753b\uff0c\u4f46\u662f\u8fd9\u4e2a\u8fc7\u7a0b\u5f88\u96be\u6807\u51c6\u5316\uff0c\u56e0\u4e3a\u6839\u636e\u539f\u59cb\u6750\u6599\u4e0d\u540c\uff0c\u6709\u7684\u56fe\u753b\u53ef\u4ee5\u5360\u636e\u4e00\u6574\u4e2a\u9875\u9762\uff0c\u6709\u65f6\u5019\u4e00\u4e2a\u9875\u9762\u6709\u53ef\u80fd\u6709\u8bb8\u591a\u5f20\u56fe\u3002\u53e6\u4e00\u4e2a\u95ee\u9898\u662f\u7528\u4e8e\u6ce8\u91ca\u7684\u8bcd\u6c47\u8868\u3002\u8fd9\u4e24\u4e2a\u6570\u636e\u96c6\u7684\u8bcd\u6c47\u6700\u521d\u90fd\u662f\u57fa\u4e8e\u201c Thesaurus Garnier\u201d\uff08\u540c\u4e49\u8bcd\u5e93\uff09\uff0c\u4f46\u8fd9\u4e24\u4e2a\u673a\u6784\u90fd\u504f\u79bb\u4e86\u8fd9\u79cd\u53d7\u63a7\u8bcd\u6c47\u3002<\/span><\/p>\n<p id=\"u20009de1\" class=\"ne-p\"><span 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class=\"ne-text\">\u672c\u6587\u4e00\u5f00\u59cb\u603b\u7ed3\u7684\uff0c\u4ece\u4e8b\u53ef\u89c6\u5316\u4e0e\u4eba\u6587\u79d1\u5b66\u7814\u7a76\u4ea4\u53c9\u7684\u8de8\u5b66\u79d1\u9879\u76ee\u7684\u6311\u6218<\/span><strong><span class=\"ne-text\">\uff0c<\/span><\/strong><span class=\"ne-text\">\u5305\u542b\u4e09\u4e2a\u65b9\u9762\uff1a<\/span><\/p>\n<ol class=\"ne-ol\">\n<li id=\"u158befae\"><span class=\"ne-text\">\u5143\u6570\u636e\u548c\u6ce8\u91ca\u2014\u2014\u8fd9\u4e2a\u5f88\u91cd\u8981\uff0c\u4e5f\u662f\u6211\u4eec\u56fd\u753b\u9879\u76ee\u4e2d\u4e3b\u8981\u9047\u5230\u7684\u95ee\u9898<\/span><\/li>\n<\/ol>\n<ol class=\"ne-ol\" start=\"2\">\n<li id=\"u0d542387\"><span class=\"ne-text\">\u975e\u7269\u8d28\u9057\u4ea7\u2014\u2014\u65e0\u5173<\/span><\/li>\n<\/ol>\n<ol class=\"ne-ol\" start=\"3\">\n<li id=\"u4c4b5b85\"><span class=\"ne-text\">\u5bf9\u4e8e\u4eba\u6587\u5b66\u79d1\u548c\u53ef\u89c6\u5316\u9886\u57df\u90fd\u6709\u4ef7\u503c\u7684\u8f93\u51fa\u2014\u2014\u6211\u4eec\u4e5f\u53d1\u73b0\u4e86\uff0c\u6587\u79d1\u7684\u547d\u9898\u601d\u8def\u8ddf\u6211\u4eec\u8ba1\u7b97\u673a\u7684\u601d\u8def\u5b8c\u5168\u4e0d\u540c\uff0c\u7ecf\u5e38\u4f1a\u51fa\u73b0\u9e21\u540c\u9e2d\u8bb2\u7684\u60c5\u51b5\u3002\u81f3\u5c11\uff0c\u4f60\u4e0d\u80fd\u6307\u671b\u987a\u7740\u6587\u79d1\u547d\u9898\u7684\u601d\u8def\u4ee5\u89e3\u51b3\u4ed6\u4eec\u7684\u95ee\u9898\u6765\u53d1\u8bba\u6587\u3002\u6211\u4eec\u8ba1\u7b97\u673a\u8fd8\u662f\u5f97\u89e3\u51b3\u672c\u9886\u57df\u7684\u95ee\u9898\u3002<\/span><\/li>\n<\/ol>\n<p id=\"ub3ba35d0\" class=\"ne-p\"><span class=\"ne-text\">\u7136\u540e\u8bba\u6587\u53c8\u8bb2\u4e86\u4e09\u4e2a\u6848\u4f8b\uff0c\u5176\u4e2d\u540e\u4e24\u4e2a\u6848\u4f8b\u4e0e\u56fd\u753b\u9879\u76ee\u6709\u5173\u3002<\/span><\/p>\n<p id=\"ua18e73e0\" class=\"ne-p\"><span class=\"ne-text\">3.2 \u5728\u4e2d\u4e16\u7eaa\u624b\u7a3f\u4e2d\u5b9e\u4f53\u7684\u53ef\u89c6\u5316\uff0c\u53ef\u4ee5\u7406\u89e3\u4e3a\uff0c\u56fe\u50cf\u5bf9\u8c61\u8bc6\u522b\u9886\u57df\u7684\u901a\u7528\u5927\u6a21\u578b\u5e94\u7528\u5728\u7279\u5b9a\u5c0f\u6837\u672c\u7684\u8fc1\u79fb\u548c\u8c03\u4f18\u8fc7\u7a0b\u3002\u4e2d\u95f4\u6d89\u53ca\u5230\u91cd\u65b0\u5bf9\u6837\u672c\u6570\u636e\u8fdb\u884c\u6807\u6ce8\u548c\u8bbe\u7f6e\u6807\u7b7e\u4f53\u7cfb\u7684\u95ee\u9898\uff0c\u56e0\u6b64\u9700\u8981\u4e3a\u591a\u6807\u7b7e\u95ee\u9898\u96c6\u6210\u89c6\u89c9\u4ea4\u4e92\u6807\u8bb0\u6216\u8005\u5f31\u76d1\u7763\uff0c\u4ee5\u51cf\u5c11\u624b\u52a8\u5de5\u4f5c\u91cf\u3002\u663e\u7136\u5982\u679c\u505a\u56fd\u753b\u7684\u5bf9\u8c61\u8bc6\u522b\uff0c\u4e5f\u4f1a\u9047\u5230\u4e00\u6837\u7684\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u91c7\u7528\u4e00\u6837\u7684\u65b9\u6cd5\u53bb\u964d\u4f4e\u624b\u52a8\u5de5\u4f5c\u91cf\u3002\u53ef\u4ee5\u539f\u8bba\u6587\u63a2\u7d22\u4e00\u4e0b\u521b\u65b0\u70b9\u3002 C. Meinecke, D. J. Wrisley, and S. Janicke. From modern to medieval: \u00a8 Detecting and visualizing entities in manuscripts of marco polo\u2019s de\u0002visement du monde. In Proceedings of the Digital Humanities 2022, 2022. <\/span><\/p>\n<p id=\"u0143fbc7\" class=\"ne-p\"><strong><span class=\"ne-text\">3.3 \u4e2d\u4e16\u7eaa\u56fe\u753b\u7684\u5206\u7ea7\u5206\u7c7b\uff0c<\/span><\/strong><span class=\"ne-text\">\u662f\u8981\u7ec4\u5408\u4e24\u4e2a\u4e2d\u4e16\u7eaa\u56fe\u753b\u6570\u636e\u96c6\uff0c\u6700\u7ec8\u521b\u5efa\u4e00\u4e2a\u901a\u7528\u7684\u6807\u7b7e\u8bcd\u6c47\u8868\u3002\u5728\u521b\u5efa\u8fc7\u7a0b\u4e2d\u8fd8\u53ef\u4ee5\u521b\u5efa\u57fa\u4e8e\u65f6\u7a7a\u7684\u7279\u5b9a\u6807\u7b7e\u7ed3\u6784\uff0c\u7528\u4e8e\u5206\u7c7b\u548c\u68c0\u6d4b\u56fe\u753b\u4e2d\u7684\u5b9e\u4f53\u3002\u672a\u6765\u7684\u76ee\u6807\u662f\u8c03\u67e5\u5b9e\u4f53\u7684\u89c6\u89c9\u63cf\u8ff0\u662f\u5982\u4f55\u57fa\u4e8e\u65f6\u7a7a\u53d8\u5316\u800c\u53d8\u5316\uff0c\u5e76\u7814\u7a76\u5176\u76f8\u4f3c\u6027\u548c\u5dee\u5f02\u3002<\/span><\/p>\n<p id=\"u46753a75\" class=\"ne-p\"><span class=\"ne-text\">\u4e2a\u4eba\u89c9\u5f97\u8fd9\u4e2a\u5de5\u4f5c\u53ef\u80fd\u5bf9\u4e8e\u89e3\u91ca\u56fd\u753b\u4e2d\u4e00\u4e9b\u4e13\u5bb6\u90fd\u96be\u4ee5\u754c\u5b9a\u7684\u6807\u7b7e\u4f1a\u5f88\u6709\u610f\u4e49\u3002\u6211\u4eec\u7684\u56fd\u753b\u6253\u6807\u7cfb\u7edf\u8ba9\u4e13\u5bb6\u5fd7\u613f\u8005\u6253\u5f62\u5236\u3001\u610f\u5883\u3001\u6784\u56fe\u4e4b\u7c7b\u7684\u6807\u7b7e\u3002\u5176\u4e2d\u610f\u5883\u662f\u6700\u96be\u4ee5\u754c\u5b9a\u7684\uff0c\u4e13\u5bb6\u5fd7\u613f\u8005\u4e4b\u95f4\u4e5f\u6ca1\u6709\u4e00\u4e2a\u7edf\u4e00\u7684\u6807\u51c6\u3002\u662f\u5426\u53ef\u4ee5\u7528\u8fc7\u8be5\u8bba\u6587\u6240\u793a\u7684\u65b9\u6cd5\uff0c\u901a\u8fc7\u6784\u9020\u4e0d\u540c\u76f8\u4f3c\u6027\u5ea6\u91cf\u7684\u56fe\u50cf\u5206\u7ec4\uff0c\u7136\u540e\u8ba9\u4e13\u5bb6\u5fd7\u613f\u8005\u53bb\u9009\u62e9\uff0c\u7136\u540e\u9010\u6e10\u903c\u8fd1\u8fd9\u4e9b\u82e5\u6709\u82e5\u65e0\u7684\u610f\u5883\u6982\u5ff5\uff1f C. Meinecke, E. Gueville, D. J. Wrisley, and S. J \u00b4 anicke. A visual \u00a8 analytics framework for composing a hierarchical classification for medieval illuminations. arXiv preprint, 2022. \u6211\u7684\u76f4\u89c9\u662f\u8fd9\u7bc7\u6587\u7ae0\u5e76\u4e0d\u4f1a\u76f4\u63a5\u89e3\u51b3\u610f\u5883\u6807\u7b7e\u5230\u5e95\u6307\u4ee3\u4ec0\u4e48\u56fe\u8fd9\u4e2a\u75db\u70b9\u3002\u4f46\u81f3\u5c11\u610f\u5883\u6807\u7b7e\uff0c\u8fd9\u79cd\u83ab\u80fd\u4e24\u53ef\u7684\u6807\u7b7e\u5982\u4f55\u53bb\u5339\u914d\uff0c\u53ef\u80fd\u662f\u4e2a\u4e0d\u5927\u4e0d\u5c0f\u7684\u7814\u7a76\u70b9\u3002<\/span><\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4ece\u4e8b\u53ef\u89c6\u5316\u4e0e\u4eba\u6587\u79d1\u5b66\u7814\u7a76\u4ea4\u53c9\u7684\u8de8\u5b66\u79d1\u9879\u76ee<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[154],"class_list":["post-2357","post","type-post","status-publish","format-standard","hentry","category-data-visualization","tag-154"],"_links":{"self":[{"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/posts\/2357","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/comments?post=2357"}],"version-history":[{"count":4,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/posts\/2357\/revisions"}],"predecessor-version":[{"id":2794,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/posts\/2357\/revisions\/2794"}],"wp:attachment":[{"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/media?parent=2357"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/categories?post=2357"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.divis.cn\/index.php\/wp-json\/wp\/v2\/tags?post=2357"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}