{"id":28765,"date":"2025-11-19T15:37:38","date_gmt":"2025-11-19T07:37:38","guid":{"rendered":"http:\/\/localhost\/wordpress\/?p=28765"},"modified":"2025-11-19T16:06:46","modified_gmt":"2025-11-19T08:06:46","slug":"blog202505","status":"publish","type":"post","link":"http:\/\/localhost\/wordpress\/2025\/11\/19\/blog202505\/","title":{"rendered":"Blog202505"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"28765\" class=\"elementor elementor-28765\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c383bb7 e-flex e-con-boxed e-con e-parent\" data-id=\"c383bb7\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ba251a2 elementor-widget elementor-widget-text-editor\" data-id=\"ba251a2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.17.0 - 01-11-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<div id=\"stacks_out_4904195\" class=\"stacks_out\"><div id=\"stacks_in_4904195\" class=\"stacks_in com_elixir_stacks_foundryImage_stack\"><div class=\"modal-header\"><div class=\"modal-header\"><div class=\"modal-header\"><div class=\"modal-header\"><div class=\"modal-header\"><div class=\"modal-header\"><div class=\"modal-header\"><div class=\"modal-header\"><div class=\"closer_x\"><div class=\"modal-header\"><h4 id=\"myModalLabel\" class=\"modal-title text-xs-left\">2025.11<\/h4><h4 class=\"modal-title text-xs-left\">Terahertz &amp; Deep Learning:<br data-start=\"47\" data-end=\"50\" \/>A New Era in Non-Destructive Historical Document Analysis<\/h4><p>\u6587\/ \u90ed\u5fd7\u73b2<br \/>\u7de8\/ \u8b1d\u660e\u7ff0<\/p><\/div><h5><strong>\u4e00\u3001\u5f15\u8a00<\/strong><\/h5><p>\u00a0 \u00a0 \u6b77\u53f2\u6587\u737b\u4e0d\u50c5\u8a18\u9304\u8457\u904e\u5f80\u7684\u91cd\u8981\u8cc7\u8a0a\uff0c\u4e5f\u627f\u8f09\u8457\u6587\u5316\u907a\u7522\u7684\u50f9\u503c\u3002\u7136\u800c\uff0c\u96a8\u8457\u6642\u9593\u63a8\u79fb\uff0c\u8a31\u591a\u73cd\u8cb4\u6587\u737b\u56e0\u8001\u5316\u6216\u5916\u754c\u5f71\u97ff\u800c\u8b8a\u5f97\u6975\u70ba\u8106\u5f31\uff0c\u7121\u6cd5\u4ee5\u50b3\u7d71\u65b9\u5f0f\u7ffb\u95b1\u548c\u6aa2\u67e5\u3002\u592a\u8d6b\u8332\uff08Terahertz, THz\uff09\u5f71\u50cf\u6280\u8853\u662f\u4e00\u7a2e\u975e\u4fb5\u5165\u6027\u3001\u975e\u7834\u58de\u6027\u7684\u4e09\u7dad\u6210\u50cf\u6280\u8853\uff0c\u80fd\u900f\u904e\u6587\u737b\u8868\u5c64\u800c\u4e0d\u640d\u5bb3\u5176\u7d50\u69cb\uff0c\u6210\u70ba\u6587\u737b\u5206\u6790\u7684\u91cd\u8981\u5de5\u5177\u3002\u7136\u800c\uff0c\u592a\u8d6b\u8332\u6280\u8853\u5728\u61c9\u7528\u4e2d\u4ecd\u9762\u81e8\u8457\u5716\u50cf\u5206\u8fa8\u7387\u4f4e\u3001\u566a\u8072\u5e72\u64fe\u7b49\u6311\u6230\u3002\u70ba\u6b64\uff0c\u7814\u7a76\u8005\u8a66\u5716\u589e\u9032\u900f\u8996\u5206\u5c64\u7d50\u69cb\u6210\u50cf\u6280\u8853\u4e26\u5c07\u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\u5f15\u5165\u592a\u8d6b\u8332\u5716\u50cf\u8655\u7406\u9818\u57df\uff0c\u986f\u8457\u63d0\u5347\u4e86\u5176\u6aa2\u6e2c\u6548\u7387\u8207\u7d50\u679c\u6e96\u78ba\u6027\u3002<\/p><h5><strong>\u4e8c\u3001\u592a\u8d6b\u8332\u6280\u8853\u7684\u57fa\u790e\u539f\u7406\u8207\u61c9\u7528<\/strong><\/h5><p>\u00a0 \u00a0 \u592a\u8d6b\u8332\u6ce2\u662f\u6307\u983b\u7387\u7bc4\u570d\u5728 0.1 THz \u81f3 10 THz\uff08\u6ce2\u9577\u70ba 100 \u5fae\u7c73\u81f3 1 \u6beb\u7c73\uff09\u4e4b\u9593\u7684\u96fb\u78c1\u6ce2\uff0c\u5176\u4f4d\u65bc\u7d05\u5916\u7dda\u8207\u5fae\u6ce2\u4e4b\u9593\uff0c\u5177\u6709\u4ee5\u4e0b\u7279\u6027\uff1a<\/p><p>\u9ad8\u7a7f\u900f\u6027\uff1a\u592a\u8d6b\u8332\u6ce2\u80fd\u5920\u7a7f\u900f\u975e\u91d1\u5c6c\u6750\u6599\uff0c\u5982\u7d19\u5f35\u3001\u7e54\u7269\u3001\u5851\u81a0\u7b49\uff0c\u9069\u5408\u6aa2\u6e2c\u96b1\u85cf\u5728\u5167\u90e8\u7684\u4fe1\u606f\u3002<br \/>\u975e\u96fb\u96e2\u6027\uff1a\u8207X\u5c04\u7dda\u4e0d\u540c\uff0c\u592a\u8d6b\u8332\u6ce2\u80fd\u91cf\u8f03\u4f4e\uff0c\u4e0d\u6703\u5c0d\u6750\u6599\u9020\u6210\u7d50\u69cb\u7834\u58de\u3002<br \/>\u9ad8\u983b\u7387\u5206\u8fa8\u7387\uff1a\u9069\u5408\u6aa2\u6e2c\u7d30\u5fae\u7d50\u69cb\u548c\u6750\u6599\u7279\u6027\u5dee\u7570\u3002<\/p><p>\u00a0 \u00a0 \u9019\u4e9b\u7279\u6027\u4f7f\u592a\u8d6b\u8332\u6ce2\u6210\u70ba\u7121\u640d\u6aa2\u6e2c\u7684\u91cd\u8981\u5de5\u5177\uff0c\u5ee3\u6cdb\u61c9\u7528\u65bc\u5b89\u5168\u6aa2\u6e2c\u3001\u91ab\u5b78\u6210\u50cf\u3001\u6750\u6599\u5206\u6790\u53ca\u6587\u5316\u907a\u7522\u4fdd\u8b77\u7b49\u9818\u57df\u3002\u7136\u800c\uff0c\u592a\u8d6b\u8332\u5716\u50cf\u7684\u61c9\u7528\u4e5f\u9762\u81e8\u6311\u6230\uff1a<\/p><p>\u5716\u50cf\u5206\u8fa8\u7387\u4f4e\uff1a\u7531\u65bc\u6ce2\u9577\u8f03\u9577\uff0c\u592a\u8d6b\u8332\u6ce2\u7684\u6210\u50cf\u5206\u8fa8\u7387\u9060\u4f4e\u65bc\u53ef\u898b\u5149\u3002<br \/>\u96dc\u8a0a\u5e72\u64fe\u56b4\u91cd\uff1a\u592a\u8d6b\u8332\u5f71\u50cf\u6613\u53d7\u5230\u80cc\u666f\u96dc\u8a0a\u5f71\u97ff\uff0c\u9700\u9032\u884c\u5f8c\u671f\u8655\u7406\u4ee5\u63d0\u5347\u54c1\u8cea\u3002<\/p><p><a href=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154156.png\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-28774 size-full aligncenter\" src=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154156.png\" alt=\"\" width=\"701\" height=\"230\" srcset=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154156.png 701w, http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154156-300x98.png 300w\" sizes=\"(max-width: 701px) 100vw, 701px\" \/><\/a><\/p><\/div><div class=\"closer_x\" style=\"text-align: center;\">\u5716\u4e00\u3001\u592a\u8d6b\u8332\u6ce2\u983b\u7387\u6ce2\u9577\u5206\u5e03\u4f4d\u7f6e<\/div><div class=\"closer_x\"><h5><strong>\u4e09\u3001\u900f\u8996\u5206\u5c64\u7d50\u69cb\u6210\u50cf\u6280\u8853 \u2014 \u592a\u8d6b\u8332\u6642\u57df\u5149\u8b5c\uff08THz-TDS\uff09<\/strong><\/h5><p>\u00a0 \u00a0 \u592a\u8d6b\u8332\u5f71\u50cf\u7684\u6838\u5fc3\u539f\u7406\u5728\u65bc\u901a\u904e\u592a\u8d6b\u8332\u6ce2\u8207\u7269\u9ad4\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u7372\u53d6\u5176\u5167\u90e8\u7d50\u69cb\u7684\u8a0a\u606f\u3002\u5177\u9ad4\u4f86\u8aaa\uff0c\u592a\u8d6b\u8332\u6ce2\u5728\u7a7f\u900f\u6750\u6599\u6642\uff0c\u6703\u56e0\u6750\u6599\u5bc6\u5ea6\u3001\u539a\u5ea6\u53ca\u7d50\u69cb\u7522\u751f\u53cd\u5c04\u548c\u6563\u5c04\uff0c\u9019\u4e9b\u8a0a\u865f\u7d93\u8655\u7406\u5f8c\u751f\u6210\u5f71\u50cf\u3002\u592a\u8d6b\u8332\u6642\u57df\u5149\u8b5c\u662f\u4e00\u7a2e\u7121\u640d\u5149\u8b5c\u6e2c\u91cf\u6280\u8853\uff0c\u5177\u6709 3D \u6210\u50cf\u80fd\u529b\uff0c\u5229\u7528\u77ed\u8108\u885d\u7684\u592a\u8d6b\u8332\u96fb\u78c1\u8f3b\u5c04\u4f86\u6aa2\u6e2c\u6a23\u54c1\u7279\u6027\u3002\u8207\u5e38\u7528\u65bc\u6aa2\u6e2c\u6587\u7269\u3001\u85e5\u54c1\u53ca\u8907\u5408\u7d50\u69cb\u7b49\u5c64\u72c0\u7269\u9ad4\u7684 X \u5c04\u7dda\u65b7\u5c64\u6383\u63cf\u53ca\u8d85\u97f3\u6ce2\u6280\u8853\u76f8\u6bd4\uff0c\u592a\u8d6b\u8332\u6642\u57df\u5149\u8b5c\u63d0\u4f9b\u4e86\u66f4\u9ad8\u7684\u5206\u8fa8\u7387\u53ca\u5bec\u983b\u5149\u8b5c\u7279\u5fb5\u3002<\/p><p>\u00a0 \u00a0 \u800c\u5728\u91dd\u5c0d\u7531\u5b57\u6bcd\u7d44\u6210\u768430\u5c64\u7d19\u758a\u9032\u884c\u6e2c\u91cf\u7684\u5be6\u9a57\u4e4b\u4e2d\uff0c\u592a\u8d6b\u8332\u8108\u885d\u901a\u904e\u900f\u93e1\u767c\u5c04\u4e26\u805a\u7126\u65bc\u6a23\u54c1\u4e2d\uff0c\u53cd\u5c04\u7684\u592a\u8d6b\u8332\u4fe1\u865f\u7531\u4f86\u81ea\u4e0d\u540c\u754c\u9762\u7684\u8108\u885d\u7d44\u6210\uff0c\u9019\u4e9b\u8108\u885d\u80fd\u5920\u6355\u6349\u548c\u53cd\u5c04\u592a\u8d6b\u8332\u4fe1\u865f\uff0c\u4e26\u63d0\u4f9b\u98db\u884c\u6642\u9593 (ToF, Time of Flight) \u53ca\u53cd\u5c04\u7387\u8cc7\u8a0a\u3002\u900f\u904e\u5206\u6790\u8108\u885d\u4f4d\u7f6e\u4f86\u91cd\u5efa\u6a23\u54c1\u7684\u5c64\u7d50\u69cb\uff0c\u4e26\u78ba\u5b9a\u9069\u5408\u9032\u884c\u6a6b\u5411\u6210\u50cf\u7684\u6642\u9593\u7bc4\u570d\u3002\u79d1\u5b78\u5bb6\u5c0d\u6bd4\u4e86\u4e0d\u540c\u8108\u885d\u63d0\u53d6\u6280\u8853\u7684\u7d50\u679c\uff0c\u4e26\u6210\u529f\u5f9e\u9ede\u4e2d\u63d0\u53d6\u521d\u5206\u5c64\u7684\u754c\u9762\uff0c\u4ee5\u91cd\u5efa\u5c64\u72c0\u6a23\u54c1\u7684\u7d50\u69cb\u3002\u63a5\u8457\uff0c\u900f\u904e\u63d0\u53d6\u76f8\u61c9\u8108\u885d\u7684\u5e45\u5ea6\u8a0a\u606f\uff0c\u7372\u5f97\u4e86\u5404\u5c64\u7684\u592a\u8d6b\u8332\u5716\u50cf\uff0c\u6210\u529f\u6e05\u695a\u5730\u8b58\u5225\u6240\u6709\u55ae\u5b57\u3002<\/p><p style=\"text-align: center;\"><a href=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154550.png\"><img decoding=\"async\" class=\"wp-image-28775 size-full aligncenter\" src=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154550.png\" alt=\"\" width=\"597\" height=\"424\" srcset=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154550.png 597w, http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154550-300x213.png 300w\" sizes=\"(max-width: 597px) 100vw, 597px\" \/><\/a><\/p><p style=\"text-align: center;\"><a href=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154550.png\">\u5716\u4e8c\u3001\u592a\u8d6b\u8332\u6210\u50cf\u8cc7\u8a0a\u64f7\u53d6\u904e\u7a0b\u793a\u610f\u5716\u3002Science Advances, doi: 10.1126\/sciadv.adg8435<\/a><\/p><p style=\"text-align: left;\">\u00a0 \u00a0 \u5716\u4e8c\u662f\u592a\u8d6b\u8332\u6210\u50cf\u8cc7\u8a0a\u64f7\u53d6\u904e\u7a0b\u793a\u610f\u5716\u3002\u6e2c\u91cf\u63a1\u7528\u592a\u8d6b\u8332\u6642\u57df\u5149\u8b5c(THz-TDS)\u5728\u53cd\u5c04\u6a21\u5f0f\u4e0b\u9032\u884c\u5149\u67f5\u6383\u63cf\u3002\u7531\u6578\u5341\u500b\u8108\u885d\u7d44\u6210\u7684\u53cd\u5c04\u8a0a\u865f\u63d0\u4f9b\u4e86\u6a23\u54c1\u7684\u98db\u6642\u6e2c\u8ddd\uff08ToF :Time of Flight\uff09\u548c\u53cd\u5c04\u7387\u8a0a\u606f\uff0c\u53ef\u7528\u65bc\u5f8c\u7e8c\u7684\u91cd\u5efa\u548c\u5404\u5c64\u5167\u7684\u6210\u50cf\u3002\u6bcf\u5c64\u7684\u592a\u8d6b\u8332\u5f71\u50cf\u3002\u8a72\u65b9\u6cd5\u6210\u529f\u5730\u7372\u5f97\u4e86\u5177\u6709\u9ad8\u5c0d\u6bd4\u5ea6\u548c\u4e00\u81f4\u6027\u7684\u5206\u5c64\u5f71\u50cf\u3002<\/p><p><a href=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154849.png\"><img decoding=\"async\" class=\"wp-image-28776 size-full aligncenter\" src=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154849.png\" alt=\"\" width=\"686\" height=\"219\" srcset=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154849.png 686w, http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-154849-300x96.png 300w\" sizes=\"(max-width: 686px) 100vw, 686px\" \/><\/a><\/p><p style=\"text-align: center;\">\u5716\u4e09\u3001\u592a\u8d6b\u8332\u6210\u50cf\u7d50\u679c\u7684\u8a55\u4f30Science Advances, doi: 10.1126\/sciadv.adg8435<\/p><h5><strong>\u56db\u3001\u6df1\u5ea6\u5b78\u7fd2\u5982\u4f55\u89e3\u6c7a\u9019\u4e9b\u554f\u984c<\/strong><\/h5><p>\u00a0 \u00a0 \u751f\u6210\u5c0d\u6297\u7db2\u7d61\uff08GAN\uff09\u6280\u8853<\/p><p>\u00a0 \u00a0 GAN \u662f\u4e00\u7a2e\u57fa\u65bc\u535a\u5f08\u8ad6\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\uff0c\u901a\u904e\u751f\u6210\u5668\u548c\u8fa8\u5225\u5668\u7684\u5c0d\u6297\u8a13\u7df4\uff0c\u80fd\u5920\u751f\u6210\u8207\u771f\u5be6\u6578\u64da\u5206\u4f48\u4e00\u81f4\u7684\u6a23\u672c\u3002\u5c0d\u65bc\u592a\u8d6b\u8332\u5716\u50cf\uff0cGAN \u53ef\u7528\u65bc\uff1a<\/p><p>\u8d85\u5206\u8fa8\u7387\u91cd\u5efa\uff1a\u4f7f\u7528\u7121\u76e3\u7763\u5b78\u7fd2\u6a21\u578b CycleGAN\uff0c\u9069\u7528\u65bc\u7121\u5c0d\u61c9\u914d\u5c0d\u8cc7\u6599\u7684\u5f71\u50cf\u8f49\u63db\u554f\u984c\uff0c\u5176\u6838\u5fc3\u70ba\u5169\u500b\u751f\u6210\u5668Ga\u548cGb\uff0c\u5206\u5225\u8ca0\u8cac\u5c07\u6e05\u6670\u5f71\u50cf\u8f49\u63db\u70ba\u566a\u8072\u5f71\u50cf\uff0c\u4ee5\u53ca\u53cd\u5411\u64cd\u4f5c \u2014 \u5c07\u4f4e\u5206\u8fa8\u7387\u7684\u592a\u8d6b\u8332\u5f71\u50cf\u8f49\u63db\u70ba\u9ad8\u5206\u8fa8\u7387\u5f71\u50cf\uff0c\u6539\u5584\u7d30\u7bc0\u8868\u73fe\u3002<br \/>\u5716\u50cf\u53bb\u566a\uff1a\u57fa\u65bc Pix2pixGAN \u7684\u76e3\u7763\u5f0f\u5b78\u7fd2\u65b9\u6cd5\uff0c\u662f\u4e00\u7a2e\u689d\u4ef6GAN\uff08Conditional GAN\uff09\uff0c\u80fd\u5c07\u566a\u8072\u5f71\u50cf\u76f4\u63a5\u8f49\u63db\u70ba\u6e05\u6670\u5f71\u50cf\uff0c\u5229\u7528\u900f\u904eCycleGAN\u6240\u751f\u6210\u7684\u6210\u5c0d\u9ad8\u566a\u8072\u8207\u4f4e\u566a\u8072\u5716\u50cf\u9032\u884c\u8a13\u7df4\uff0c\u986f\u8457\u63d0\u5347\u592a\u8d6b\u8332\u5f71\u50cf\u54c1\u8cea\u3002<\/p><p><strong>\u5377\u7a4d\u795e\u7d93\u7db2\u7d61\uff08CNN\uff09\u6280\u8853:<\/strong><\/p><p>CNN \u5728\u5f71\u50cf\u8655\u7406\u4e2d\u7684\u61c9\u7528\u5305\u62ec\uff1a<\/p><p>\u7279\u5fb5\u63d0\u53d6\uff1a\u901a\u904e\u591a\u5c64\u5377\u7a4d\u64cd\u4f5c\uff0c\u63d0\u53d6\u5f71\u50cf\u7684\u9ad8\u968e\u7279\u5fb5\uff0c\u7528\u65bc\u5206\u985e\u6216\u5206\u5272\u3002<br \/>\u5f71\u50cf\u589e\u5f37\uff1a\u7d50\u5408 CNN \u7684\u8d85\u5206\u8fa8\u7387\u6a21\u578b\u53ef\u7528\u65bc\u63d0\u5347\u592a\u8d6b\u8332\u5f71\u50cf\u7684\u7a7a\u9593\u5206\u8fa8\u7387\u3002<br \/>\u4f8b\u5982\uff0c\u7814\u7a76\u8005\u5c07 CNN \u61c9\u7528\u65bc\u53e4\u4ee3\u624b\u7a3f\u7684\u5b57\u8de1\u589e\u5f37\uff0c\u6210\u529f\u63d0\u5347\u4e86\u6587\u5b57\u8fa8\u8b58\u7387\uff0c\u4e26\u964d\u4f4e\u4e86\u4eba\u5de5\u8655\u7406\u7684\u9700\u6c42\u3002<\/p><p><strong>\u6df1\u5ea6\u5b78\u7fd2\u8207\u592a\u8d6b\u8332\u6280\u8853\u7684\u5be6\u9a57\u6848\u4f8b<\/strong><\/p><p>\u00a0 \u00a0 \u70ba\u89e3\u6c7a\u771f\u5be6\u6578\u64da\u4e0d\u8db3\u7684\u554f\u984c\uff0c\u7814\u7a76\u5229\u7528\u624b\u5beb\u5b57\u751f\u6210\u5668\u7522\u751f2000\u5f35\u6e05\u6670\u624b\u5beb\u5f71\u50cf\uff0c\u6b64\u5916\u5229\u7528\u4e00\u822c\u7d19\u4ee5\u53ca\u5ba3\u7d19\u9032\u884c\u5be6\u9a57\uff0c\u900f\u904eCycleGAN\u6a21\u64ec\u566a\u8072\u5f71\u50cf\u4e26\u78ba\u8a8d\u5408\u6210\u5f71\u50cf\u7684\u7279\u5fb5\u5206\u4f48\u63a5\u8fd1\u771f\u5be6\u5f71\u50cf\uff0c\u4e26\u4f7f\u7528\u9019\u4e9b\u914d\u5c0d\u5f71\u50cf\u8a13\u7df4Pix2pixGAN \u751f\u6210\u5408\u6210\u6578\u64da\u96c6\uff1a<\/p><p>CycleGAN\uff1a\u4f7f\u7528ResNet\u4f5c\u70ba\u751f\u6210\u5668\uff0cPatchGAN\u4f5c\u70ba\u8fa8\u5225\u5668\uff0c\u5b78\u7fd2\u7387\u70ba0.0002\uff0c\u8a13\u7df4200\u500bepoch\u3002<br \/>Pix2pixGAN\uff1a\u4f7f\u7528U-Net\u4f5c\u70ba\u751f\u6210\u5668\uff0c\u6279\u91cf\u5927\u5c0f\u70ba5\uff0c\u5b78\u7fd2\u7387\u70ba0.0002\uff0c\u6b0a\u91cd\u03bb\u8a2d\u70ba100\u3002\u9019\u4e9b\u5408\u6210\u6578\u64da\u88ab\u7528\u65bc\u8a13\u7df4 Pix2pixGAN \u6a21\u578b\uff0c\u5be6\u73fe\u9ad8\u6548\u7684\u5f71\u50cf\u53bb\u566a\u3002<\/p><p>\u00a0 \u00a0 \u5728\u6a21\u578b\u6027\u80fd\u8a55\u4f30\u4e2d\uff0c\u7814\u7a76\u8005\u6bd4\u8f03\u4e86\u591a\u7a2e\u65b9\u6cd5\u5c0d\u592a\u8d6b\u8332\u5716\u50cf\u53bb\u566a\u7684\u6548\u679c\uff1a<\/p><p>\u50b3\u7d71\u6ffe\u6ce2\u65b9\u6cd5\uff1a\u5982\u96d9\u908a\u6ffe\u6ce2\uff08Bilateral Filter\uff09\u3001\u52a0\u6b0a\u5168\u8b8a\u5206\uff08weighted total variation WTV\uff09\uff0c\u5176\u5c0d\u9ad8\u983b\u566a\u8072\u6709\u4e00\u5b9a\u6291\u5236\u6548\u679c\uff0c\u4f46\u7121\u6cd5\u8655\u7406\u7d50\u69cb\u5316\u96dc\u8a0a\u3002<br \/>\u6df1\u5ea6\u5b78\u7fd2\u65b9\u6cd5\uff1a\u5982 CycleGAN \u3001Pix2pixGAN \u548c HINet\uff0c\u986f\u8457\u63d0\u5347\u4e86\u5716\u50cf\u7684\u6e05\u6670\u5ea6\u548c\u6587\u5b57\u8fa8\u8b58\u7387\u3002<\/p><p>\u00a0 \u00a0 \u5177\u9ad4\u7d50\u679c\u986f\u793a\uff0cPix2pixGAN \u7684\u6587\u5b57\u8fa8\u8b58\u7387\u9054\u5230 99%\uff0c\u5728\u566a\u8072\u6291\u5236\u53ca\u5b57\u7b26\u8fa8\u8b58\u6e96\u78ba\u6027\u4e0a\u5747\u8868\u73fe\u6700\u4f73\uff0c\u800c\u50b3\u7d71\u65b9\u6cd5\u50c5\u70ba 42%\u3002<\/p><p><a href=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155104.png\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-28777 size-full aligncenter\" src=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155104.png\" alt=\"\" width=\"675\" height=\"508\" srcset=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155104.png 675w, http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155104-300x226.png 300w\" sizes=\"(max-width: 675px) 100vw, 675px\" \/><\/a><\/p><p style=\"text-align: center;\">\u5716\u56db\u3001<a class=\"ah pm\" href=\"https:\/\/www.nature.com\/articles\/s41598-022-26957-7\" target=\"_blank\" rel=\"noopener ugc nofollow\">Te CycleGAN\u548cPix2pixGAN\u5c0d\u65bc\u5206\u5225\u5beb\u5728\u5ba3\u7d19\u548c\u4e00\u822c\u7d19\u4e0a\u7684\u592a\u8d6b\u8332\u5716\u50cf\u8fa8\u8b58\u7d50\u679c<\/a><\/p><p><a href=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155153.png\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-28778 size-full aligncenter\" src=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155153.png\" alt=\"\" width=\"688\" height=\"178\" srcset=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155153.png 688w, http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155153-300x78.png 300w\" sizes=\"(max-width: 688px) 100vw, 688px\" \/><\/a><\/p><p style=\"text-align: center;\">\u5716\u4e94\u3001<a class=\"ah pm\" href=\"https:\/\/www.nature.com\/articles\/s41598-022-26957-7\" target=\"_blank\" rel=\"noopener ugc nofollow\">\u4f7f\u7528\u4e0d\u540c\u6f14\u7b97\u6cd5\u9032\u884c\u96dc\u8a0a\u53bb\u9664\uff0c\u592a\u8d6b\u8332\u5f71\u50cf\u4e2d\u5b57\u5143\u8fa8\u8b58\u7684\u6e96\u78ba\u6027\u548cPI\u5206\u6578<\/a><\/p><h5><strong>\u4e94\u3001\u7814\u7a76\u73fe\u72c0<\/strong><\/h5><p>\u00a0 \u00a0 \u592a\u8d6b\u8332\u6280\u8853\u5728\u6587\u7269\u8207\u6b77\u53f2\u6587\u737b\u4fdd\u8b77\u4e2d\u7684\u61c9\u7528\u5df2\u53d6\u5f97\u8af8\u591a\u6210\u679c\u3002\u4f8b\u5982\uff1a<\/p><p>\u96b1\u85cf\u6587\u5b57\u7684\u6aa2\u6e2c\uff1a\u7814\u7a76\u8005\u4f7f\u7528\u592a\u8d6b\u8332\u6642\u57df\u5149\u8b5c\u6280\u8853\u6210\u529f\u8b80\u53d6\u5c01\u9589\u4fe1\u4ef6\u5167\u90e8\u7684\u6587\u5b57\u5167\u5bb9\uff0c\u7121\u9700\u62c6\u958b\u4fe1\u5c01\u3002<br \/>\u6587\u7269\u7d50\u69cb\u7684\u6210\u50cf\uff1a\u7814\u7a76\u8005\u6aa2\u67e5\u4e86\u5177\u6709\u5206\u5c64\u7d50\u69cb\u7684\u58c1\u756b\u6216\u6cb9\u756b\u7b49\u6587\u5316\u85dd\u8853\u54c1\uff0c\u4ee5\u6aa2\u6e2c\u85dd\u8853\u54c1\u7684\u5167\u90e8\u7f3a\u9677\u548c\u96b1\u85cf\u7684\u6cb9\u6f06\u5c64\uff0c\u4ee5\u6536\u96c6\u7d50\u69cb\u7684\u96b1\u85cf\u8cc7\u8a0a\uff0c\u4e26\u7814\u7a76\u4e86\u7814\u7a76\u897f\u5b89\u79e6\u59cb\u7687\u96758000 \u500b\u5175\u99ac\u4fd1\u7684\u7d50\u69cb\u548c\u8001\u5316\u72c0\u6cc1\u4ee5\u4fdd\u8b77\u548c\u4fee\u5fa9\u5175\u99ac\u4fd1\u7684\u6f5b\u529b\u3002<\/p><p><a href=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155306.png\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-28779 size-full\" src=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155306.png\" alt=\"\" width=\"677\" height=\"600\" srcset=\"http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155306.png 677w, http:\/\/localhost\/wordpress\/wp-content\/uploads\/2025\/11\/\u87a2\u5e55\u64f7\u53d6\u756b\u9762-2025-11-19-155306-300x266.png 300w\" sizes=\"(max-width: 677px) 100vw, 677px\" \/><\/a><\/p><p style=\"text-align: center;\">\u5716\u516d\u3001\u5175\u99ac\u4fd1\u7684\u61c9\u7528\u3002 (A) \u51fa\u571f\u7684\u9676\u4fd1(B) \u6230\u58eb\u788e\u7247\u7684\u7d50\u69cb\u91cd\u5efa\u548c\u539a\u5ea6\u6e2c\u91cf\u3002 \u00a9 \u5e95\u90e8\u8868\u9762\u7684\u592a\u8d6b\u8332\u6210\u50cf\u3002Science Advances, doi: 10.1126\/sciadv.adg8435<\/p><p><strong>\u6df1\u5ea6\u5b78\u7fd2\u8207\u592a\u8d6b\u8332\u6280\u8853\u7684\u672a\u4f86\u5c55\u671b<\/strong><\/p><p>\u591a\u6a21\u614b\u878d\u5408\uff1a\u7d50\u5408 X \u5c04\u7dda\u3001\u7d05\u5916\u7dda\u7b49\u6280\u8853\uff0c\u5be6\u73fe\u66f4\u5168\u9762\u7684\u6587\u7269\u5206\u6790\u3002<br \/>\u81ea\u76e3\u7763\u5b78\u7fd2\uff1a\u5c0d\u7279\u5b9a\u7d50\u69cb\u5316\u96dc\u8a0a\uff0c\u958b\u767c\u9069\u5408\u592a\u8d6b\u8332\u6578\u64da\u7279\u6027\u7684\u81ea\u76e3\u7763\u6a21\u578b\uff0c\u6e1b\u5c11\u5c0d\u6a19\u8a3b\u6578\u64da\u7684\u4f9d\u8cf4\u3002<br \/>\u5be6\u6642\u8655\u7406\u6280\u8853\uff1a\u63d0\u9ad8\u592a\u8d6b\u8332\u5f71\u50cf\u8655\u7406\u7684\u901f\u5ea6\uff0c\u5be6\u73fe\u5be6\u6642\u5206\u6790\u61c9\u7528\u3002<\/p><h5><strong>\u516d\u3001\u7d50\u8ad6<\/strong><\/h5><p>\u00a0 \u00a0 \u6df1\u5ea6\u5b78\u7fd2\u6280\u8853\u6b63\u5728\u91cd\u5851\u592a\u8d6b\u8332\u5f71\u50cf\u7684\u61c9\u7528\uff0c\u5c24\u5176\u5728\u6b77\u53f2\u6587\u737b\u7684\u7121\u640d\u5206\u6790\u4e2d\u8868\u73fe\u51fa\u8272\u3002\u751f\u6210\u5c0d\u6297\u7db2\u7d61\uff08GAN\uff09\u7684\u5f15\u5165\u7a81\u7834\u4e86\u96dc\u8a0a\u548c\u6578\u64da\u7a00\u7f3a\u7684\u74f6\u9838\uff0c\u986f\u8457\u63d0\u5347\u5f71\u50cf\u54c1\u8cea\u548c\u5206\u6790\u6e96\u78ba\u5ea6\u3002\u592a\u8d6b\u8332\u6280\u8853\u8207\u6df1\u5ea6\u5b78\u7fd2\u7684\u7d50\u5408\uff0c\u4e0d\u50c5\u70ba\u6587\u5316\u907a\u7522\u7684\u4fdd\u8b77\u8207\u7814\u7a76\u63d0\u4f9b\u4e86\u5168\u65b0\u89e3\u6c7a\u65b9\u6848\uff0c\u4e5f\u70ba\u6587\u7269\u4fee\u5fa9\u3001\u85dd\u8853\u54c1\u9451\u5b9a\u53ca\u6578\u5b57\u5316\u4fdd\u5b58\u958b\u555f\u4e86\u66f4\u591a\u53ef\u80fd\u3002\u96a8\u8457\u6280\u8853\u7684\u9032\u6b65\uff0c\u592a\u8d6b\u8332\u6280\u8853\u6709\u671b\u5728\u672a\u4f86\u767c\u63ee\u66f4\u52a0\u95dc\u9375\u7684\u4f5c\u7528\uff0c\u63a8\u52d5\u6587\u5316\u907a\u7522\u4fdd\u8b77\u9081\u5411\u65b0\u7d00\u5143\u3002<\/p><h5><strong>\u53c3\u8003\u8cc7\u6599\uff1a<\/strong><\/h5><p>1. Balaka Dutta et al., \u201cDeep learning for terahertz image denoising in nondestructive historical document analysis\u201d, in Scientifc Reports (2022) 12:22554<\/p><p>2. Yuqing Cui et al, \u201cHidden-information extraction from layered structures through terahertz imaging down to ultralow SNR\u201d, in Science Advances (2023). DOI: 10.1126\/sciadv.adg8435<\/p><p>3. Albert Redo-Sanchez et al, \u201cTerahertz time-gated spectral imaging for content extraction through layered structures\u201d, in Nature Communications (2016). DOI: 10.1038\/ncomms12665<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><p><!-- \/wp:paragraph --><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>2025.11 Terahertz &amp; Deep Learning:A New Era in Non- &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"http:\/\/localhost\/wordpress\/2025\/11\/19\/blog202505\/\"> <span class=\"screen-reader-text\">Blog202505<\/span> \u95b1\u8b80\u5168\u6587 &raquo;<\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[],"class_list":["post-28765","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false},"uagb_author_info":{"display_name":"yrg","author_link":"http:\/\/localhost\/wordpress\/author\/yrg\/"},"uagb_comment_info":0,"uagb_excerpt":"2025.11 Terahertz &amp; Deep Learning:A New Era in Non-...","_links":{"self":[{"href":"http:\/\/localhost\/wordpress\/wp-json\/wp\/v2\/posts\/28765","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/localhost\/wordpress\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/localhost\/wordpress\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/localhost\/wordpress\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/localhost\/wordpress\/wp-json\/wp\/v2\/comments?post=28765"}],"version-history":[{"count":11,"href":"http:\/\/localhost\/wordpress\/wp-json\/wp\/v2\/posts\/28765\/revisions"}],"predecessor-version":[{"id":28788,"href":"http:\/\/localhost\/wordpress\/wp-json\/wp\/v2\/posts\/28765\/revisions\/28788"}],"wp:attachment":[{"href":"http:\/\/localhost\/wordpress\/wp-json\/wp\/v2\/media?parent=28765"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/localhost\/wordpress\/wp-json\/wp\/v2\/categories?post=28765"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/localhost\/wordpress\/wp-json\/wp\/v2\/tags?post=28765"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}