{"id":19779,"date":"2024-12-04T22:55:19","date_gmt":"2024-12-04T15:55:19","guid":{"rendered":"https:\/\/bap-software.net\/?post_type=knowledge&#038;p=19779"},"modified":"2024-12-05T13:52:18","modified_gmt":"2024-12-05T06:52:18","slug":"ui-testing-the-secret-to-optimizing-customer-experience","status":"publish","type":"knowledge","link":"https:\/\/bap-software.net\/kr\/knowledge\/ui-testing-the-secret-to-optimizing-customer-experience\/","title":{"rendered":"UI \ud14c\uc2a4\ud2b8: \uace0\uac1d \uacbd\ud5d8 \ucd5c\uc801\ud654\uc758 \ube44\uacb0"},"content":{"rendered":"<p>\uc624\ub298\ub0a0 \ub514\uc9c0\ud138 \uc138\uacc4\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uacbd\ud5d8(UX) \ubc0f \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4(UI) \ub514\uc790\uc778\uc744 \ucd5c\uc801\ud654\ud558\ub294 \uac83\uc740 \uace0\uac1d\uc744 \uc720\uce58\ud558\ub294 \ub370 \ud544\uc218\uc801\uc77c \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc81c\ud488\uc774\ub098 \uc11c\ube44\uc2a4\uc758 \uc131\uacf5 \ub610\ub294 \uc2e4\ud328\ub97c \uacb0\uc815\uc9d3\ub294 \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n<p>&#8220;UI \ud14c\uc2a4\ud2b8&#8221;\ub294 \uc778\ud130\ud398\uc774\uc2a4 \ub514\uc790\uc778\uc774 \uc2dc\uac01\uc801\uc73c\ub85c \ub9e4\ub825\uc801\uc77c \ubfd0\ub9cc \uc544\ub2c8\ub77c \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc774\uace0 \uc6d0\ud65c\ud558\uba70 \uc0ac\uc6a9\uc790 \uc694\uad6c\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucda9\uc871\ud558\ub294\uc9c0 \ud655\uc778\ud558\ub294 \uc911\uc694\ud55c \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \uc774 \uae30\uc0ac\uc5d0\uc11c\ub294 UI \ud14c\uc2a4\ud2b8\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uace0\uae09 \uc774\ubbf8\uc9c0 \ube44\uad50 \uae30\uc220\uc5d0 \ub300\ud574 \uae4a\uc774 \uc774\ud574\ud558\uace0, \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubd05\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uace0\uac1d \uacbd\ud5d8\uc744 \ucd5c\uc801\ud654\ud558\uace0 \uc0ac\uc6a9\uc790 \uc131\ub2a5\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"700\" height=\"400\" class=\"size-full wp-image-19782 aligncenter\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05053233\/BG.png\" alt=\"UI Testing: The Secret to Optimizing Customer Experience\u00a0\" \/><\/p>\n<h2><strong>1. UI \ud14c\uc2a4\ud2b8\uac00 \uc911\uc694\ud55c \uc774\uc720<\/strong><\/h2>\n<h3><strong>1.1. UI \ud14c\uc2a4\ud2b8\uac00 \uc911\uc694\ud55c \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00?<\/strong><\/h3>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong>UI\ub294 \ube44\uc988\ub2c8\uc2a4\uc640 \uace0\uac1d\uc744 \uc5f0\uacb0\ud558\ub294 \uac8c\uc774\ud2b8\uc6e8\uc774\uc785\ub2c8\ub2e4:<\/strong><\/li>\n<\/ul>\n<p>\uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4(UI)\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774\ub098 \uc6f9\uc0ac\uc774\ud2b8\uc758 \uc2dc\uac01\uc801 \uc694\uc18c\ub85c, \uace0\uac1d\uc758 \uccab\uc778\uc0c1\uc744 \uacb0\uc815\ud558\ub294 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub9e4\ub825\uc801\uc774\uace0 \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc774\uba70 \uc77c\uad00\ub41c \ub514\uc790\uc778\uc744 \uac16\ucd98 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc740 \uace0\uac1d\uc5d0\uac8c \uae0d\uc815\uc801\uc778 \uc778\uc0c1\uc744 \ub0a8\uae41\ub2c8\ub2e4. \ubc18\uba74, \uc124\uacc4\uac00 \ubd80\uc2e4\ud558\uac70\ub098 \ub9e4\ub825\uc774 \uc5c6\uac70\ub098 \ubd88\ud3b8\ud55c \uc778\ud130\ud398\uc774\uc2a4\ub294 \ube0c\ub79c\ub4dc\uc5d0 \ub300\ud55c \uace0\uac1d \uc2e0\ub8b0\ub97c \uc57d\ud654\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong>UI\ub294 \uc0ac\uc6a9\uc790 \uacbd\ud5d8 \ubc0f \ube0c\ub79c\ub4dc \uc778\uc2dd\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4:<\/strong><\/li>\n<\/ul>\n<p>\uc751\ub2f5\uc131\uc774 \ub5a8\uc5b4\uc9c0\uac70\ub098 \uc81c\ub300\ub85c \uc791\ub3d9\ud558\uc9c0 \uc54a\ub294 \uc778\ud130\ud398\uc774\uc2a4\ub294 \uc0ac\uc6a9\uc790 \ubd88\ub9cc\uc744 \ucd08\ub798\ud558\uba70 \uc774\ud0c8\ub960\uc744 \ub192\uc785\ub2c8\ub2e4. UI\uc758 \uc791\uc740 \uacb0\ud568\uc870\ucc28\ub3c4 \uc0ac\uc6a9\uc790\ub97c \ubd88\ud3b8\ud558\uac8c \ud558\uace0 \ube0c\ub79c\ub4dc\uc5d0 \ub300\ud55c \uc2e0\ub8b0\ub97c \ub5a8\uc5b4\ub728\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc758\ub8cc\ub098 \uae08\uc735\uacfc \uac19\uc740 \ub192\uc740 \uc815\ud655\uc131\uc774 \uc694\uad6c\ub418\ub294 \uc0b0\uc5c5\uc5d0\uc11c\ub294 \ub354\uc6b1 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>UI \ud14c\uc2a4\ud2b8\ub294 \ub2e4\uc591\ud55c \ub514\ubc14\uc774\uc2a4\uc640 \ube0c\ub77c\uc6b0\uc800\uc5d0\uc11c \uc778\ud130\ud398\uc774\uc2a4\uac00 \uc77c\uad00\ub418\uac8c \uc791\ub3d9\ud558\uba70 \ubaa8\ub4e0 \ud658\uacbd\uc5d0\uc11c \ub9e4\ub044\ub7ec\uc6b4 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \uc81c\uacf5\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<h5><\/h5>\n<h3><strong>1.2. \uc774\ubbf8\uc9c0 \ube44\uad50 \ubc29\ubc95\uc774\ub780 \ubb34\uc5c7\uc774\uba70, \uc65c UI \ud14c\uc2a4\ud2b8\uc5d0 \uc801\ud569\ud55c\uac00?<\/strong><\/h3>\n<p>UI \ud14c\uc2a4\ud2b8\uc5d0\uc11c \uc774\ubbf8\uc9c0 \ube44\uad50 \ubc29\ubc95\uc740 \uc778\ud130\ud398\uc774\uc2a4 \uc2a4\ud06c\ub9b0\uc0f7\uc744 \uc0ac\uc6a9\ud558\uc5ec UI\uc758 \ub2e4\ub978 \ubc84\uc804 \uac04 \ucc28\uc774\ub97c \uc2dd\ubcc4\ud558\ub294 \uc790\ub3d9\ud654\ub41c \ud14c\uc2a4\ud2b8 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uae30\uc900 \uc774\ubbf8\uc9c0\ub97c \uc0c8 \uc774\ubbf8\uc9c0\uc640 \ube44\uad50\ud558\uc5ec \ubd88\uc77c\uce58\ub97c \uac10\uc9c0\ud558\uace0 \uac15\uc870 \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ubbf8\uc9c0 \ube44\uad50 \ubc29\ubc95\uc774 UI \ud14c\uc2a4\ud2b8\uc5d0 \uc801\ud569\ud55c \uc774\uc720\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc790\ub3d9\ud654 \ubc0f \uc2dc\uac04 \ud6a8\uc728\uc131:<\/strong> \uc774 \ubc29\ubc95\uc740 \uc218\ub3d9 \uac80\uc0ac\ub97c \ud544\uc694\ub85c \ud558\uc9c0 \uc54a\uc544 \ud14c\uc2a4\ud2b8 \uc2dc\uac04\uc744 \ub300\ud3ed \ub2e8\ucd95\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uae4a\uc740 \ucf54\ub529 \uc9c0\uc2dd\uc774 \ud544\uc694\ud558\uc9c0 \uc54a\uc74c:<\/strong> \ube44\uc804\ubb38\uac00\ub3c4 \uc774\ubbf8\uc9c0 \ube44\uad50 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc778\ud130\ud398\uc774\uc2a4\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ube60\ub978 \uc624\ub958 \uac10\uc9c0:<\/strong> \uc0c9\uc0c1 \ubd88\uc77c\uce58, \ubc84\ud2bc \uc704\uce58 \uc624\ub958, \uae00\uaf34 \ubb38\uc81c\uc640 \uac19\uc740 \uc0ac\uc18c\ud55c \uc624\ub958\ub97c \ube60\ub974\uac8c \uc2dd\ubcc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud06c\ub85c\uc2a4 \ub514\ubc14\uc774\uc2a4 \ud638\ud658\uc131:<\/strong> \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uacfc \ub514\ubc14\uc774\uc2a4\uc5d0\uc11c \uc801\uc6a9 \uac00\ub2a5\ud558\uba70, \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc758 \uc77c\uad00\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<div class=\"flex max-w-full flex-col flex-grow\">\n<div class=\"min-h-8 text-message flex w-full flex-col items-end gap-2 whitespace-normal break-words [.text-message+&amp;]:mt-5\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"759856f1-4cd7-463d-888d-180a70e42488\" data-message-model-slug=\"gpt-4o\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[3px]\">\n<div class=\"markdown prose w-full break-words dark:prose-invert light\">\n<p>&nbsp;<\/p>\n<h2><strong>2. UI \ud14c\uc2a4\ud2b8\ub97c \uc704\ud55c \ud575\uc2ec \uae30\uc220: \uc8fc\uc694 \uc774\ubbf8\uc9c0 \ube44\uad50 \uc54c\uace0\ub9ac\uc998<\/strong><\/h2>\n<p>\uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c \uacfc\uc815\uc5d0\uc11c UI \ud14c\uc2a4\ud2b8\ub294 \uc2dc\uac01\uc801 \uc694\uc18c\uc758 \uc815\ud655\uc131\uacfc \uc77c\uad00\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774 \uc601\uc5ed\uc5d0\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc54c\uace0\ub9ac\uc998\uc740 SSIM(Structural Similarity Index)\uacfc pHash(Perceptual Hashing)\uc785\ub2c8\ub2e4. \uc774 \uc54c\uace0\ub9ac\uc998\uc774 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd\uacfc UI \ud14c\uc2a4\ud2b8\uc5d0\uc11c\uc758 \uc7a5\uc810\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>2.1. \ud53d\uc140 \ube44\uad50 \uc54c\uace0\ub9ac\uc998<\/strong><\/h3>\n<p>\ud53d\uc140 \ube44\uad50\ub294 \uac00\uc7a5 \uac04\ub2e8\ud55c UI \ud14c\uc2a4\ud2b8 \ubc29\ubc95\uc73c\ub85c, \ub450 \uc774\ubbf8\uc9c0\uc758 \uac01 \ud53d\uc140\uc744 \uc9c1\uc811 \ube44\uad50\ud558\uc5ec \ucc28\uc774\ub97c \uac10\uc9c0\ud569\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uac01 \ud53d\uc140\uc758 \uc0c9\uc0c1 \uac12(RGB \ub610\ub294 \ub2e4\ub978 \uc0c9\uc0c1 \uacf5\uac04)\uc744 \ubd84\uc11d\ud558\uc5ec \ub450 \uc774\ubbf8\uc9c0 \uac04\uc758 \ubcc0\ud654\ub97c \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-19813 aligncenter\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05204720\/Pixel-1.png\" alt=\"\" width=\"1763\" height=\"1323\" \/><\/p>\n<p><strong>&#8211; \ud53d\uc140 \ube44\uad50 \uc54c\uace0\ub9ac\uc998\uc758 \uc6cc\ud06c\ud50c\ub85c\uc6b0<\/strong><\/p>\n<ul>\n<li><strong>\uc6d0\ubcf8 \ubc0f \uc0c8\ub85c\uc6b4 \uc774\ubbf8\uc9c0 \ucea1\ucc98:<\/strong> \uc778\ud130\ud398\uc774\uc2a4\uc758 \ucd08\uae30 \uc0c1\ud0dc(\uae30\uc900 \uc774\ubbf8\uc9c0)\uc640 \ubcc0\uacbd\ub41c \ud6c4\uc758 \uc774\ubbf8\uc9c0(\uc0c8\ub85c\uc6b4 \uc774\ubbf8\uc9c0)\ub97c \ucea1\ucc98\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uac01 \ud53d\uc140 \ube44\uad50:<\/strong> \uae30\uc900 \uc774\ubbf8\uc9c0\uc758 \uac01 \ud53d\uc140\uc744 \uc0c8\ub85c\uc6b4 \uc774\ubbf8\uc9c0\uc758 \ud574\ub2f9 \ud53d\uc140\uacfc \ube44\uad50\ud569\ub2c8\ub2e4. \ud53d\uc140\uc758 \uc0c9\uc0c1 \uac12\uc774 \ub2e4\ub974\uba74 \ud574\ub2f9 \ubd80\ubd84\uc744 \ucc28\uc774\ub85c \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ucc28\uc774 \ubcf4\uace0\uc11c \uc0dd\uc131:<\/strong> \ucc28\uc774\uac00 \uc788\ub294 \uc601\uc5ed\uc744 \uac15\uc870 \ud45c\uc2dc\ud55c &#8220;diff&#8221; \uc774\ubbf8\uc9c0\ub97c \uc0dd\uc131\ud558\uc5ec \ud14c\uc2a4\ud130\uac00 \uc27d\uac8c \uc2dd\ubcc4\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uacb0\uacfc \ud3c9\uac00:<\/strong> \uac10\uc9c0\ub41c \ucc28\uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ud14c\uc2a4\ud130\ub294 \uc911\uc694\ud55c \ubcc0\uacbd \uc0ac\ud56d\uc744 \ud310\ub2e8\ud558\uace0 \ucd94\uac00 \uc870\uce58\uac00 \ud544\uc694\ud55c\uc9c0 \uacb0\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>&#8211; \ud53d\uc140 \ube44\uad50 \uae30\uc220\ub85c \uc131\ub2a5 \ud5a5\uc0c1 \ubc29\ubc95<\/strong><\/p>\n<ul>\n<li><strong>\ud53d\uc140 \ucc98\ub9ac \uc54c\uace0\ub9ac\uc998 \ucd5c\uc801\ud654:<\/strong> \ud53d\uc140 \ube44\uad50 \uc54c\uace0\ub9ac\uc998\uc758 \uc18c\uc2a4 \ucf54\ub4dc\ub97c \uac1c\uc120\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud589\ub82c \uc5f0\uc0b0\uc774\ub098 \ubca1\ud130\ud654\ub41c \uc5f0\uc0b0(NumPy \ub77c\uc774\ube0c\ub7ec\ub9ac \ud65c\uc6a9)\uc744 \uc0ac\uc6a9\ud558\uba74 \uc21c\ucc28\uc801\uc73c\ub85c \uac01 \ud53d\uc140\uc744 \ucc98\ub9ac\ud558\ub294 \uac83\ubcf4\ub2e4 \ub354 \ube60\ub974\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc774\ubbf8\uc9c0 \ud574\uc0c1\ub3c4 \ucd95\uc18c:<\/strong> \uc785\ub825 \uc774\ubbf8\uc9c0\uc758 \ud574\uc0c1\ub3c4\ub97c \ub0ae\ucd94\uc5b4 \ucc98\ub9ac\ud574\uc57c \ud560 \ud53d\uc140 \uc218\ub97c \uc904\uc774\ub418, \uc911\uc694\ud55c \ub514\ud14c\uc77c\uc740 \uc720\uc9c0\ud558\uc5ec \uc131\ub2a5\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcd1\ub82c \ucc98\ub9ac \uad6c\ud604:<\/strong> GPU(\uadf8\ub798\ud53d \uce74\ub4dc)\ub098 \uba40\ud2f0\ucf54\uc5b4 CPU\ub97c \ud65c\uc6a9\ud55c \ubcd1\ub82c \ucc98\ub9ac \uae30\uc220\uc744 \uc801\uc6a9\ud558\uc5ec \ud53d\uc140 \ube44\uad50\ub97c \ub354\uc6b1 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud569\ub2c8\ub2e4. \uace0\ud574\uc0c1\ub3c4 \uc774\ubbf8\uc9c0\ub098 \ub300\ub7c9\uc758 \uc774\ubbf8\uc9c0\ub97c \ucc98\ub9ac\ud560 \ub54c \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcf4\uc870 \uae30\uc220\uacfc \uacb0\ud569:<\/strong> \ud53d\uc140 \ube44\uad50 \uc54c\uace0\ub9ac\uc998\uc744 SSIM(Structural Similarity Index) \ub610\ub294 pHash(Perceptual Hash)\uc640 \ud1b5\ud569\ud558\uc5ec \uc911\uc694\ud55c \uc601\uc5ed\ub9cc \ube44\uad50\ud558\uba74 \uc2dc\uc2a4\ud15c \ubd80\ud558\ub97c \uc904\uc774\uace0 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><strong>2.2. SSIM(Structural Similarity Index) \uc774\ubbf8\uc9c0 \ube44\uad50 \uc54c\uace0\ub9ac\uc998<\/strong><\/h3>\n<p>SSIM(Structural Similarity Index)\uc740 \ub450 \uc774\ubbf8\uc9c0 \uac04\uc758 \uc720\uc0ac\uc131\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub41c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uae30\uc874\uc758 \ud53d\uc140 \ub2e8\uc704 \ube44\uad50\uc640 \ub2ec\ub9ac, SSIM\uc740 \ubc1d\uae30, \ub300\ube44, \uc138\ubd80 \uc0ac\ud56d\uacfc \uac19\uc740 \uad6c\uc870\uc801 \ud2b9\uc9d5\uc744 \ubd84\uc11d\ud558\uc5ec UI\uc758 \ubbf8\uc138\ud55c \ubcc0\ud654\ub97c \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-19794 aligncenter\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05053622\/SSIM.png\" alt=\"\" width=\"1815\" height=\"1378\" \/><\/p>\n<p><strong>&#8211; SSIM\uc758 \uc791\ub3d9 \ubc29\uc2dd<\/strong><\/p>\n<ul>\n<li>\uc774\ubbf8\uc9c0\ub97c \ub354 \uc791\uc740 \uc601\uc5ed\uc73c\ub85c \ub098\ub204\uc5b4 \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubc1d\uae30, \ub300\ube44, \uad6c\uc870\ub77c\ub294 \uc138 \uac00\uc9c0 \uc694\uc18c\ub97c \uae30\uc900\uc73c\ub85c \uc720\uc0ac\uc131\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc774\ub7ec\ud55c \uc694\uc18c\ub97c \uacb0\ud569\ud558\uc5ec -1\uc5d0\uc11c 1 \uc0ac\uc774\uc758 SSIM \uc810\uc218\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc810\uc218\uac00 1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \uc774\ubbf8\uc9c0\uac00 \ub354 \uc720\uc0ac\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>&#8211; SSIM \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc131\ub2a5 \ud5a5\uc0c1 \ubc29\ubc95<\/strong><\/p>\n<ul>\n<li><strong>\ube60\ub978 \uc624\ub958 \uac10\uc9c0:<\/strong> SSIM\uc740 \ud53d\uc140 \uc815\ub82c \ubd88\uc77c\uce58, \uae00\uaf34 \uc624\ub958, \uc0c9\uc0c1 \ucc28\uc774\uc640 \uac19\uc740 \uc0ac\uc18c\ud55c \ubb38\uc81c\ub97c \ube60\ub974\uac8c \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\ud655\ub3c4 \ud5a5\uc0c1:<\/strong> SSIM\uc740 \uc804\ud1b5\uc801\uc778 \ud53d\uc140 \uae30\ubc18 \ube44\uad50 \ubc29\uc2dd\uc5d0 \ube44\ud574 \uc870\uba85\uc774\ub098 \uc774\ubbf8\uc9c0 \ud488\uc9c8\ub85c \uc778\ud55c \uc0ac\uc18c\ud55c \ucc28\uc774\ub97c \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud14c\uc2a4\ud2b8 \uc2dc\uac04 \ucd5c\uc801\ud654:<\/strong> \ub192\uc740 \uc790\ub3d9\ud654\uc640 \uc815\ud655\ub3c4\ub97c \uac16\ucd98 SSIM\uc740 UI \uac80\uc99d\uc5d0 \uc18c\uc694\ub418\ub294 \uc2dc\uac04\uc744 \ub2e8\ucd95\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"mb-2 flex gap-3 empty:hidden -ml-2\"><\/div>\n<h3><strong>2.3. pHash (Perceptual Hashing) \uc774\ubbf8\uc9c0 \ube44\uad50 \uc54c\uace0\ub9ac\uc998<\/strong><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-19814 aligncenter\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05204724\/Perceptual-Hashing-1.png\" alt=\"\" width=\"1663\" height=\"907\" \/><\/p>\n<p>pHash(Perceptual Hashing)\ub294 \uc774\ubbf8\uc9c0\uc758 \uc2dc\uac01\uc801 \ucf58\ud150\uce20\ub97c \uae30\ubc18\uc73c\ub85c &#8220;\uc9c0\ubb38&#8221;\uc744 \uc0dd\uc131\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub294 \ubc14\uc774\ub108\ub9ac \ub370\uc774\ud130\uac00 \uc544\ub2cc \uc2dc\uac01\uc801 \uc815\ubcf4\ub97c \uae30\uc900\uc73c\ub85c \ubcc0\uacbd \uc0ac\ud56d\uc744 \uac10\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 pHash \uc54c\uace0\ub9ac\uc998\uc774 \uc791\ub3d9\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc774\ubbf8\uc9c0 \ubcc0\ud658:<\/strong> \uc774\ubbf8\uc9c0\ub97c \ud06c\uae30 \uc870\uc815\ud558\uace0 \uadf8\ub808\uc774\uc2a4\ucf00\uc77c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc8fc\ud30c\uc218 \ubd84\uc11d:<\/strong> DCT(\uc774\uc0b0 \ucf54\uc0ac\uc778 \ubcc0\ud658)\uc640 \uac19\uc740 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc8fc\ud30c\uc218 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud574\uc2dc \uc0dd\uc131:<\/strong> \uc774\ubbf8\uc9c0\ub97c \ub098\ud0c0\ub0b4\ub294 \ubc14\uc774\ub108\ub9ac \ubb38\uc790\uc5f4\uc744 \uc0dd\uc131\ud558\uc5ec \ub2e4\ub978 \uc774\ubbf8\uc9c0\uc640 \ube60\ub974\uac8c \ube44\uad50\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>&#8211; pHash \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc131\ub2a5 \ud5a5\uc0c1 \ubc29\ubc95<\/strong><\/p>\n<ul>\n<li><strong>\uc778\ud130\ud398\uc774\uc2a4 \ubcc0\uacbd \uac10\uc9c0:<\/strong> pHash\ub294 \ud06c\uae30 \uc870\uc815, \ud68c\uc804 \ub610\ub294 \uc0c9\uc0c1 \ubcc0\ud654\uc640 \uac19\uc740 \ubcc0\ud658\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uac10\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc790\ub3d9\ud654 \ud5a5\uc0c1:<\/strong> \uace0\uc720\ud55c \ud574\uc2f1 \ubc29\uc2dd\uc744 \ud1b5\ud574 \uc2dc\uc2a4\ud15c\uc774 \uc218\ub3d9 \ube44\uad50 \uc5c6\uc774\ub3c4 \ub2e4\uc591\ud55c \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc27d\uac8c \ubd84\ub958\ud558\uace0 \uac80\uc99d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc591\ud55c \ud65c\uc6a9:<\/strong> UI \ud14c\uc2a4\ud2b8 \uc678\uc5d0\ub3c4 pHash\ub294 \uc774\ubbf8\uc9c0 \uc800\uc791\uad8c \uac10\uc9c0 \ubc0f \uc911\ubcf5 \ucf58\ud150\uce20 \uac80\uc0c9\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>SSIM<\/strong>\uacfc <strong>pHash<\/strong>\ub294 UI \ud14c\uc2a4\ud2b8 \ud504\ub85c\uc138\uc2a4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc9c0\uc6d0\ud558\ub294 \ub450 \uac00\uc9c0 \uac15\ub825\ud55c \uae30\uc220\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>SSIM:<\/strong> \uc774\ubbf8\uc9c0\uc758 \uad6c\uc870\uc640 \uc138\ubd80 \uc0ac\ud56d\uc744 \ubd84\uc11d\ud558\uc5ec \uc138\ubc00\ud55c \ud488\uc9c8 \ubcf4\uc7a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>pHash:<\/strong> \uc0ac\uc18c\ud55c \ubcc0\ud654\ub97c \uc778\uc2dd\ud558\uace0 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud558\ub294 \ub370 \uac15\uc810\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc774 \ub450 \uae30\uc220\uc744 \uacb0\ud569\ud558\uba74 \ud14c\uc2a4\ud2b8 \uc6cc\ud06c\ud50c\ub85c\ub97c \ucd5c\uc801\ud654\ud558\uace0 \uc6b0\uc218\ud55c \uc81c\ud488 \ud488\uc9c8\uc744 \ubcf4\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<h2><strong>3. UI \ud14c\uc2a4\ud2b8\uc758 \uc18d\ub3c4\uc640 \ud6a8\uc728\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ubc29\ubc95<\/strong><\/h2>\n<p>UI \ud14c\uc2a4\ud2b8 \ud504\ub85c\uc138\uc2a4\uc5d0\uc11c \ub300\ub7c9\uc758 \uc774\ubbf8\uc9c0 \ub610\ub294 \uace0\ud574\uc0c1\ub3c4 \ub370\uc774\ud130\ub97c \ube44\uad50\ud560 \ub54c \ucc98\ub9ac \uc18d\ub3c4\uc640 \ud6a8\uc728\uc131\uc740 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. <strong>GPU \uac00\uc18d<\/strong>\uc740 \uc774\ub7ec\ud55c \uacfc\uc81c\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ud574\uacb0\ud558\ub294 \uace0\uae09 \uc194\ub8e8\uc158\uc785\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1080\" class=\"size-full wp-image-19783 aligncenter\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05053235\/Phuongphap_EN.png\" alt=\"\" \/><\/p>\n<h3><strong>3.1 GPU \uac00\uc18d<\/strong><\/h3>\n<p><strong>\ubb38\uc81c\uc810:<\/strong><\/p>\n<ul>\n<li>\ub2e4\uc218\uc758 \uc774\ubbf8\uc9c0 \ub610\ub294 \uace0\ud574\uc0c1\ub3c4 \uc774\ubbf8\uc9c0\ub97c \uc804\ud1b5\uc801\uc778 CPU\ub85c \ube44\uad50\ud558\uba74 \ud55c\uacc4\uc5d0 \uc9c1\uba74\ud569\ub2c8\ub2e4.<\/li>\n<li>CPU\ub294 \uc791\uc5c5\uc744 \uc21c\ucc28\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ubbc0\ub85c \ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \ub54c \ubcd1\ubaa9\ud604\uc0c1\uc774 \ubc1c\uc0dd\ud569\ub2c8\ub2e4.<\/li>\n<li>\uae34 \ucc98\ub9ac \uc2dc\uac04\uc774 \ud14c\uc2a4\ud2b8 \ud6a8\uc728\uc131\uacfc \uc18d\ub3c4\uc5d0 \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\ud574\uacb0\ucc45:<\/strong><\/p>\n<ul>\n<li><strong>GPU<\/strong>(\uadf8\ub798\ud53d \ucc98\ub9ac \uc7a5\uce58)\ub294 \ubcd1\ub82c \ub370\uc774\ud130 \ucc98\ub9ac\ub97c \uc704\ud574 \uc124\uacc4\ub418\uc5b4 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc640 \uad00\ub828\ub41c \ubcf5\uc7a1\ud55c \uacc4\uc0b0\uc5d0 \ud2b9\ud788 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>UI \ud14c\uc2a4\ud2b8\uc5d0\uc11c\uc758 \ud65c\uc6a9:<\/strong><\/p>\n<ul>\n<li>GPU\ub294 \uc218\ucc9c \uac1c\uc758 \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud574 SSIM \uacc4\uc0b0\uc744 \uc218\ud589\ud558\uac70\ub098 pHash \ud574\uc2dc\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\uc9c0\uc6d0 \ub3c4\uad6c:<\/strong><\/p>\n<ul>\n<li><strong>TensorFlow:<\/strong> GPU\uc5d0 \ucd5c\uc801\ud654\ub41c \uc774\ubbf8\uc9c0 \ucc98\ub9ac \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uba70 SSIM \uacc4\uc0b0\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>cuPy:<\/strong> GPU \uc5f0\uc0b0\uc5d0 \ucd5c\uc801\ud654\ub41c Python \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, CPU\ubcf4\ub2e4 \ube60\ub974\uac8c \ud589\ub82c \uc5f0\uc0b0\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><strong>3.2 ROI(\uad00\uc2ec \uc601\uc5ed) \uae30\ubc18 \ub370\uc774\ud130 \ucc98\ub9ac \uac10\uc18c<\/strong><\/h3>\n<p><strong>\ubb38\uc81c\uc810:<\/strong><\/p>\n<ul>\n<li>UI \ud14c\uc2a4\ud2b8\uc5d0\uc11c\ub294 \uc778\ud130\ud398\uc774\uc2a4 \uc804\uccb4\ub97c \ubd84\uc11d\ud558\uace0 \ube44\uad50\ud558\ub294 \uac83\uc774 \uc2dc\uac04 \uc18c\ubaa8\uc801\uc774\uace0 \ub9ac\uc18c\uc2a4 \uc9d1\uc57d\uc801\uc785\ub2c8\ub2e4.<\/li>\n<li>\uc2e4\uc81c\ub85c \uc778\ud130\ud398\uc774\uc2a4\uc758 \ubaa8\ub4e0 \ubd80\ubd84\uc774 \uc911\uc694\ud55c \uac83\uc740 \uc544\ub2c8\uba70, \uc138\ubd80 \ubd84\uc11d\uc774 \ud544\uc694\ud55c \uacbd\uc6b0\ub294 \ub4dc\ubb45\ub2c8\ub2e4.<\/li>\n<li>\uc774\ub85c \uc778\ud574 \ubd88\ud544\uc694\ud55c \uacc4\uc0b0 \uc790\uc6d0\uc774 \ub0ad\ube44\ub418\uace0 \ud14c\uc2a4\ud2b8 \ud504\ub85c\uc138\uc2a4\uac00 \ub290\ub824\uc9d1\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\ud574\uacb0\ucc45:<\/strong><\/p>\n<ul>\n<li>\ud14c\uc2a4\ud2b8 \ud504\ub85c\uc138\uc2a4\ub97c \ucd5c\uc801\ud654\ud558\ub824\uba74 \uc778\ud130\ud398\uc774\uc2a4 \ub0b4\uc758 \uc8fc\uc694 \uc601\uc5ed(\uad00\uc2ec \uc601\uc5ed, ROI)\uc5d0 \ucd08\uc810\uc744 \ub9de\ucdb0\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li>\uc774\ub7ec\ud55c \uc601\uc5ed\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ubc84\ud2bc, \ucc28\ud2b8, \ud14d\uc2a4\ud2b8 \ub610\ub294 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>ROI\ub97c \uc2dd\ubcc4\ud558\ub294 \ubc29\ubc95:<\/strong><\/p>\n<p><strong>&#8211; \ud15c\ud50c\ub9bf \ub9e4\uce6d:<\/strong><\/p>\n<ul>\n<li><strong>\uc791\ub3d9 \ubc29\uc2dd:<\/strong> \ubbf8\ub9ac \uc815\uc758\ub41c \uc774\ubbf8\uc9c0 \ud15c\ud50c\ub9bf\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc778\ud130\ud398\uc774\uc2a4 \ub0b4\uc758 \uc911\uc694\ud55c \uc694\uc18c\ub97c \ucc3e\uc544 \uc2dd\ubcc4\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud65c\uc6a9 \uc0ac\ub840:<\/strong> \uace0\uc815\ub41c \ubaa8\uc591\uacfc \ud2b9\uc9d5\uc744 \uac00\uc9c4 \ubc84\ud2bc, \uc544\uc774\ucf58, \uad6c\uc131 \uc694\uc18c \uac10\uc9c0.<\/li>\n<li><strong>\uc7a5\uc810:<\/strong> \uc218\ub3d9 \uac1c\uc785 \uc5c6\uc774 UI \uc694\uc18c\ub97c \uc790\ub3d9\uc73c\ub85c \uac10\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>&#8211; OCR(\uad11\ud559 \ubb38\uc790 \uc778\uc2dd):<\/strong><\/p>\n<ul>\n<li><strong>\uc791\ub3d9 \ubc29\uc2dd:<\/strong> \uc778\ud130\ud398\uc774\uc2a4\uc758 \ud14d\uc2a4\ud2b8 \uc601\uc5ed\uc744 \uc778\uc2dd\ud558\uace0 \uc704\uce58\ub97c \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud65c\uc6a9 \uc0ac\ub840:<\/strong> \uc81c\ubaa9, \uc124\uba85, \uae30\ud0c0 \uc8fc\uc694 \uc815\ubcf4\uc640 \uac19\uc740 \ud14d\uc2a4\ud2b8 \ucf58\ud150\uce20 \uac80\uc0c9 \ubc0f \ube44\uad50.<\/li>\n<li><strong>\uc7a5\uc810:<\/strong> \ud14d\uc2a4\ud2b8 \uc694\uc18c\uc758 \uc801\uc808\ud55c \uac80\uc99d\uc744 \ubcf4\uc7a5\ud558\uace0 \ucf58\ud150\uce20\uc640 \uad00\ub828\ub41c \uc624\ub958\ub97c \uac10\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>&#8211; \uace0\uc815 \uc88c\ud45c\ub97c \uc0ac\uc6a9\ud55c \uc218\ub3d9 \uc815\uc758:<\/strong><\/p>\n<ul>\n<li><strong>\uc791\ub3d9 \ubc29\uc2dd:<\/strong> \uace0\uc815\ub41c \ud53d\uc140 \uc88c\ud45c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc778\ud130\ud398\uc774\uc2a4\uc758 \uc8fc\uc694 \uc601\uc5ed\uc744 \uc9c0\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud65c\uc6a9 \uc0ac\ub840:<\/strong> \ubc84\uc804 \uac04 \ucd5c\uc18c\ud55c\uc758 \ubcc0\ud654\uac00 \uc788\ub294 \uc815\uc801 \ub808\uc774\uc544\uc6c3\uc758 \uc778\ud130\ud398\uc774\uc2a4\uc5d0 \uc720\uc6a9.<\/li>\n<li><strong>\uc7a5\uc810:<\/strong> \ud2b9\uc815\ud558\uace0 \uc77c\uad00\ub41c ROI\ub97c \ub2e4\ub8f0 \ub54c \uac04\ub2e8\ud558\uace0 \uad6c\ud604\uc774 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>ROI \uae30\ubc18 \ud14c\uc2a4\ud2b8\uc758 \uc8fc\uc694 \uc7a5\uc810:<\/strong><\/p>\n<ul>\n<li><strong>\ud6a8\uc728\uc131:<\/strong> \ucc98\ub9ac\ud574\uc57c \ud560 \ub370\uc774\ud130\uc758 \uc591\uc744 \uc904\uc5ec \ud14c\uc2a4\ud2b8 \uc6cc\ud06c\ud50c\ub85c\uc758 \uc18d\ub3c4\ub97c \ub192\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ub9ac\uc18c\uc2a4 \ucd5c\uc801\ud654:<\/strong> \uc911\uc694\ud55c \uc601\uc5ed\uc5d0\ub9cc \uacc4\uc0b0 \ub178\ub825\uc744 \uc81c\ud55c\ud558\uc5ec \uc2dc\uc2a4\ud15c \ub9ac\uc18c\uc2a4\ub97c \uc808\uc57d\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\ud655\ub3c4 \ud5a5\uc0c1:<\/strong> \uc911\uc694\ud55c \uc601\uc5ed\uc5d0 \uc9d1\uc911\ud568\uc73c\ub85c\uc368 \ud544\uc694\ud55c \uacf3\uc5d0\uc11c \uc138\ubd80\uc801\uc778 \ubd84\uc11d\uc744 \ubcf4\uc7a5\ud558\uace0 \uc2e4\uc218\ub97c \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>ROI \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uba74 UI \ud14c\uc2a4\ud2b8\ub97c \uac04\uc18c\ud654\ud558\uace0 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc73c\ub85c \uc9c4\ud589\ud560 \uc218 \uc788\uc73c\uba70, \ud300\uc774 \uc0ac\uc6a9\uc790 \ub9cc\uc871\ub3c4\uc5d0 \uc9c4\uc815\uc73c\ub85c \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc694\uc18c\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>3.3 \ub525\ub7ec\ub2dd \ud1b5\ud569\uc744 \ud1b5\ud55c \uc815\ud655\uc131 \ud5a5\uc0c1<\/strong><\/h3>\n<p><strong>&#8211; \ubb38\uc81c\uc810<\/strong><\/p>\n<p>\uc804\ud1b5\uc801\uc778 \uc54c\uace0\ub9ac\uc998\uc778 SSIM \ubc0f pHash\ub294 \uc2dc\uac01\uc801 \ucc28\uc774\ub97c \uac10\uc9c0\ud558\ub294 \ub370\ub294 \ud6a8\uacfc\uc801\uc774\uc9c0\ub9cc, \ub808\uc774\uc544\uc6c3 \ubcc0\uacbd, \uc704\uce58 \ubcc0\ud654, \ubbf8\ubb18\ud55c \ucf58\ud150\uce20 \uc774\ub3d9\uacfc \uac19\uc740 <strong>\uc758\ubbf8\uc801 \ubcc0\ud654<\/strong>\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc744 \uacaa\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcc0\ud654\ub294 \uac89\uc73c\ub85c\ub294 \uc0ac\uc18c\ud574 \ubcf4\uc774\uc9c0\ub9cc, \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>&#8211; \ud574\uacb0\ucc45: \ub525\ub7ec\ub2dd \ud65c\uc6a9<\/strong><\/p>\n<p>\ub525\ub7ec\ub2dd\uc758 \uace0\uae09 \uc2e0\uacbd\ub9dd(\uc608: <strong>ResNet<\/strong>(Residual Networks) \ubc0f <strong>VGG<\/strong>(Visual Geometry Group))\uc744 \ud65c\uc6a9\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\ubcf5\uc7a1\ud55c \uc774\ubbf8\uc9c0 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uace0 \ube44\uad50.<\/li>\n<li>\uc804\ud1b5\uc801\uc778 \ubc29\ubc95\uc774 \uac04\uacfc\ud560 \uc218 \uc788\ub294 <strong>\uc758\ubbf8\uc801 \ubcc0\ud654<\/strong>\ub97c \uc2dd\ubcc4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>&#8211; \uc7a5\uc810<\/strong><\/p>\n<ul>\n<li><strong>\ubbf8\ubb18\ud55c \uc624\ub958 \uac10\uc9c0: <\/strong>\uae00\uaf34 \ud06c\uae30, \uc0c9\uc0c1, \ubc84\ud2bc \uac04 \uac04\uaca9, \uc815\ub82c \ub4f1 \uc804\ud1b5\uc801\uc778 \ubc29\ubc95\uc774 \ub193\uce60 \uc218 \uc788\ub294 \ubcc0\ud654\ub97c \uc778\uc2dd.<\/li>\n<li><strong>\ub3d9\uc801 UI\uc5d0 \ub300\ud55c \uc801\ud569\uc131: <\/strong>\uc0ac\uc6a9\uc790 \uc0c1\ud638\uc791\uc6a9\uc774\ub098 \ud654\uba74 \ud574\uc0c1\ub3c4\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\ub294 UI\uc5d0\ub3c4 \uc720\uc5f0\ud558\uac8c \uc801\uc751.<\/li>\n<li><strong>\uc0ac\uc6a9\uc790 \uacbd\ud5d8 \uac1c\uc120: <\/strong>\uc0ac\uc18c\ud55c \ubd88\uc77c\uce58\uae4c\uc9c0\ub3c4 \uc2dd\ubcc4\ud558\uc5ec \uae54\ub054\ud558\uace0 \uc804\ubb38\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\ub97c \ubcf4\uc7a5.<\/li>\n<li style=\"list-style-type: none;\"><\/li>\n<\/ul>\n<p>\ub525\ub7ec\ub2dd \ud1b5\ud569\uc740 UI \ud14c\uc2a4\ud2b8\uc758 \uc815\ud655\uc131\uc744 \ub192\uc774\uace0, \uc810\uc810 \ub354 \ubcf5\uc7a1\ud558\uace0 \ub3d9\uc801\uc778 \ub514\uc9c0\ud138 \uacbd\ud5d8\uc744 \ub300\ube44\ud560 \uc218 \uc788\ub294 \uc194\ub8e8\uc158\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<h2><strong>4. \uc2e4\uc81c \uc774\ubbf8\uc9c0 \ube44\uad50 \uc2dc\uc2a4\ud15c\uc758 \uc885\ud569 \uc6cc\ud06c\ud50c\ub85c<\/strong><\/h2>\n<p>\ud6a8\uc728\uc801\uc778 UI \ud14c\uc2a4\ud2b8\ub97c \uc704\ud55c \uc774\ubbf8\uc9c0 \ube44\uad50 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub824\uba74, \ubbf8\uc138\ud558\uc9c0\ub9cc \uc911\uc694\ud55c \ubcc0\ud654\ub97c \uac10\uc9c0\ud558\uace0 \ud574\uacb0\ud560 \uc218 \uc788\ub294 \ub2e8\uacc4\ubcc4 \ud504\ub85c\uc138\uc2a4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ud504\ub85c\uc138\uc2a4\uc758 \uac1c\uc694\uc785\ub2c8\ub2e4.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"518\" class=\"alignnone size-full wp-image-19785\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05053239\/SaleKitFlow_EN.png\" alt=\"\" \/><\/p>\n<h3><strong>4.1 \uae30\uc900 \uc774\ubbf8\uc9c0 \uc900\ube44<\/strong><\/h3>\n<p><strong>\uc124\uba85:<\/strong><\/p>\n<p>\ud14c\uc2a4\ud2b8 \ud504\ub85c\uc138\uc2a4\ub97c \uc2dc\uc791\ud558\uae30 \uc804\uc5d0 <strong>\uae30\uc900 \uc774\ubbf8\uc9c0<\/strong> \uc138\ud2b8\ub97c \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uc774\ubbf8\uc9c0\ub4e4\uc740 \uc5c5\ub370\uc774\ud2b8\ub41c UI \ubc84\uc804\uacfc \ube44\uad50\ud558\uae30 \uc704\ud55c \ucc38\uc870\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\uc791\uc5c5:<\/strong><\/p>\n<ul>\n<li>\uc644\ub8cc\ub41c UI \ubc84\uc804\uc5d0\uc11c <strong>\uae30\uc900 \uc774\ubbf8\uc9c0<\/strong>\ub97c \uc218\uc9d1\ud558\uace0 \uc800\uc7a5.<\/li>\n<li>\ud574\uc0c1\ub3c4 \ubc0f \uc0c1\ud0dc(\ubcc0\uacbd \uc5c6\uc74c) \uc77c\uad00\uc131 \ud655\ubcf4.<\/li>\n<li>\uae30\uc900 \uc774\ubbf8\uc9c0\ub97c \uc911\uc559 \uc9d1\uc911\uc2dd \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uccb4\uacc4\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uc5ec UI \ubc84\uc804 \ubcc0\uacbd \uc2dc \uc27d\uac8c \uac80\uc0c9 \ubc0f \uc5c5\ub370\uc774\ud2b8 \uac00\ub2a5\ud558\ub3c4\ub85d \uc124\uc815.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><strong>4.2 \uc0c8\ub85c\uc6b4 UI \uc2a4\ud06c\ub9b0\uc0f7 \uc790\ub3d9\ud654<\/strong><\/h3>\n<p><strong>\uc124\uba85:<\/strong><\/p>\n<p>UI\uac00 \uc5c5\ub370\uc774\ud2b8\ub418\uba74 \uc790\ub3d9\ud654 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud574 \uc0c8\ub85c\uc6b4 \uc2a4\ud06c\ub9b0\uc0f7\uc744 \ucea1\ucc98\ud558\uc5ec \uae30\uc900 \uc774\ubbf8\uc9c0\uc640 \ube44\uad50\ud569\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\ub3c4\uad6c:<\/strong><\/p>\n<ul>\n<li><strong>Selenium: <\/strong>\uc6f9 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud558\uba70, \ube0c\ub77c\uc6b0\uc800 \uc0c1\ud638\uc791\uc6a9\uc744 \uc790\ub3d9\ud654\ud558\uc5ec UI \uc2a4\ud06c\ub9b0\uc0f7 \ucea1\ucc98.<\/li>\n<li><strong>Puppeteer: <\/strong>Chrome\/Chromium \ube0c\ub77c\uc6b0\uc800\ub97c \uc81c\uc5b4\ud558\uae30 \uc704\ud55c Node.js \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ud6a8\uc728\uc801\uc778 \uc2a4\ud06c\ub9b0\uc0f7 \ucea1\ucc98 \uac00\ub2a5.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\uc791\uc5c5:<\/strong><\/p>\n<ul>\n<li>\ubcc0\uacbd \ub610\ub294 \ubc30\ud3ec \ud6c4 <strong>\uc790\ub3d9\ud654 \ub3c4\uad6c<\/strong>\ub97c \ud65c\uc6a9\ud574 \uc5c5\ub370\uc774\ud2b8\ub41c UI \uc2a4\ud06c\ub9b0\uc0f7\uc744 \ucea1\ucc98.<\/li>\n<\/ul>\n<h3><strong>4.3 ROI(\uad00\uc2ec \uc601\uc5ed) \uc2dd\ubcc4<\/strong><\/h3>\n<p><strong>\uc124\uba85:<\/strong><\/p>\n<ul>\n<li>UI\uc758 \ubaa8\ub4e0 \uc601\uc5ed\uc774 \ube44\uad50\ub97c \ud544\uc694\ub85c \ud558\uc9c0\ub294 \uc54a\uc2b5\ub2c8\ub2e4. \ubc84\ud2bc, \ucc28\ud2b8, \ud14d\uc2a4\ud2b8 \uc601\uc5ed \ub4f1 **\uc911\uc694\ud55c \uc694\uc18c(ROI)**\uc5d0 \uc9d1\uc911\ud568\uc73c\ub85c\uc368 \ud14c\uc2a4\ud2b8 \ud6a8\uc728\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\ubc29\ubc95:<\/strong><\/p>\n<ul>\n<li><strong>\ud15c\ud50c\ub9bf \ub9e4\uce6d:<\/strong> \ubbf8\ub9ac \uc815\uc758\ub41c \ud15c\ud50c\ub9bf\uc744 \uc0ac\uc6a9\ud574 UI\uc758 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub97c \uc2dd\ubcc4.<\/li>\n<li><strong>OCR(\uad11\ud559 \ubb38\uc790 \uc778\uc2dd):<\/strong> \ud14d\uc2a4\ud2b8\uac00 \ud3ec\ud568\ub41c \uc601\uc5ed\uc744 \uac10\uc9c0\ud558\uace0 \uc704\uce58\ub97c \ud655\uc778.<\/li>\n<li><strong>\uc218\ub3d9 \uc815\uc758:<\/strong> \ud14c\uc2a4\ud2b8\uac00 \ud544\uc694\ud55c \uc911\uc694\ud55c \uc694\uc18c\uc5d0 \ub300\ud574 \uace0\uc815\ub41c \uc88c\ud45c\ub97c \uc218\ub3d9\uc73c\ub85c \uc9c0\uc815.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><strong>4.4 \ube44\uad50 \ubc0f \ubcc0\ud654 \uac10\uc9c0<\/strong><\/h3>\n<p><strong>\uc124\uba85:<\/strong><\/p>\n<ul>\n<li>ROI\uac00 \uc815\uc758\ub41c \ud6c4, \uc2dc\uc2a4\ud15c\uc740 \uae30\uc900 \uc774\ubbf8\uc9c0\uc640 \uc5c5\ub370\uc774\ud2b8\ub41c \uc774\ubbf8\uc9c0\ub97c \ube44\uad50\ud558\uc5ec \ubcc0\uacbd \uc0ac\ud56d\uc744 \uac10\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\uae30\uc220:<\/strong><\/p>\n<ul>\n<li><strong>SSIM(\uad6c\uc870\uc801 \uc720\uc0ac\uc131 \uc9c0\uc218):<\/strong> \uad6c\uc870, \ubc1d\uae30, \ub300\ube44 \ucc28\uc774\ub97c \ud3c9\uac00.<\/li>\n<li><strong>pHash(\uc9c0\uac01\uc801 \ud574\uc2f1):<\/strong> \ud574\uc2dc \uac12\uc744 \ud65c\uc6a9\ud558\uc5ec \uc8fc\uc694 UI \ubcc0\ud654\ub97c \uac10\uc9c0.<\/li>\n<li><strong>\ub525\ub7ec\ub2dd:<\/strong> \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud574 \uc804\ud1b5\uc801\uc778 \uc54c\uace0\ub9ac\uc998\uc774 \ub193\uce60 \uc218 \uc788\ub294 \uc758\ubbf8\uc801 \ubcc0\ud654(\uc608: \uae00\uaf34 \ubcc0\uacbd, \uc704\uce58 \uc774\ub3d9)\ub97c \uc2dd\ubcc4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><strong>4.5 \ub9ac\ud3ec\ud2b8 \ubc0f \uc54c\ub9bc \uc0dd\uc131<\/strong><\/h3>\n<p><strong>\uc124\uba85:<\/strong><\/p>\n<ul>\n<li>\ubcc0\ud654\uac00 \uac10\uc9c0\ub418\uba74, \uc2dc\uc2a4\ud15c\uc740 \uc0c1\uc138 \ub9ac\ud3ec\ud2b8\ub97c \uc0dd\uc131\ud558\uace0 \uad00\ub828 \ud300\uc5d0 \uc54c\ub9bc\uc744 \uc804\uc1a1\ud558\uc5ec \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\uc791\uc5c5:<\/strong><\/p>\n<ul>\n<li><strong>\ucc28\uc774 \uc774\ubbf8\uc9c0 \uc0dd\uc131:<\/strong> \uae30\uc900 \ubc84\uc804\uacfc \uc0c8\ub85c\uc6b4 \ubc84\uc804 \uac04\uc758 \ucc28\uc774\ub97c \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\uc2dc\ud55c <strong>diff \uc774\ubbf8\uc9c0<\/strong>\ub97c \uc0dd\uc131.<\/li>\n<li><strong>\uc54c\ub9bc \ubc1c\uc1a1:<\/strong> \uc774\uba54\uc77c \ub610\ub294 \ud504\ub85c\uc81d\ud2b8 \uad00\ub9ac \ub3c4\uad6c(Jira, Trello \ub4f1)\ub97c \ud1b5\ud574 \uac1c\ubc1c \ud300\uc5d0 \uc5c5\ub370\uc774\ud2b8 \uc0ac\ud56d\uc744 \ud1b5\ubcf4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\uc885\ud569\uc801 \uc790\ub3d9\ud654 \uc774\ubbf8\uc9c0 \ube44\uad50 \uc2dc\uc2a4\ud15c<\/strong><\/p>\n<ul>\n<li><strong>Selenium<\/strong>, <strong>Puppeteer<\/strong>, <strong>\ud15c\ud50c\ub9bf \ub9e4\uce6d<\/strong>, <strong>OCR<\/strong>, <strong>SSIM<\/strong>, <strong>pHash<\/strong>, <strong>\ub525\ub7ec\ub2dd<\/strong> \ub4f1\uc758 \uae30\uc220\uc744 \uacb0\ud569\ud55c \uc790\ub3d9\ud654\ub41c \uc774\ubbf8\uc9c0 \ube44\uad50 \uc2dc\uc2a4\ud15c\uc740 UI \ud14c\uc2a4\ud2b8\ub97c \uac04\uc18c\ud654\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \uc2dc\uac04\uc744 \uc808\uc57d\ud558\uace0, \uc815\ubc00\uc131\uc744 \ubcf4\uc7a5\ud558\uba70, UI \uc124\uacc4\uc758 \ubbf8\uc138\ud558\uc9c0\ub9cc \uc911\uc694\ud55c \ubcc0\ud654\ub97c \ud574\uacb0\ud558\uc5ec \uad81\uadf9\uc801\uc73c\ub85c \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2><strong>5. UI \ud14c\uc2a4\ud2b8\uc5d0\uc11c \uc774\ubbf8\uc9c0 \ube44\uad50 \uae30\uc220\uc758 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840<\/strong><\/h2>\n<p>\uc774\ubbf8\uc9c0 \ube44\uad50 \uae30\uc220\uc740 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4(UI) \ud14c\uc2a4\ud2b8\uc758 \ud575\uc2ec \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc8fc\uc694 \uc801\uc6a9 \uc0ac\ub840\uc785\ub2c8\ub2e4:<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>5.1. \uc804\uc790\uc0c1\uac70\ub798(E-Commerce)<\/strong><\/h3>\n<p><strong>\ubaa9\uc801:<\/strong><\/p>\n<ul>\n<li>&#8220;\uad6c\ub9e4\ud558\uae30&#8221; \ubc84\ud2bc, \uc0c1\ud488 \uac00\uaca9, \uc7a5\ubc14\uad6c\ub2c8 \ub4f1 \ud575\uc2ec UI \uc694\uc18c\uac00 \uc5c5\ub370\uc774\ud2b8 \ud6c4\uc5d0\ub3c4 \uc815\ud655\ud788 \ud45c\uc2dc\ub418\ub3c4\ub85d \ubcf4\uc7a5.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840:<\/strong><\/p>\n<ul>\n<li><strong>UI \uc77c\uad00\uc131 \ud655\uc778:<\/strong> \uc774\ubbf8\uc9c0 \ube44\uad50\ub97c \ud65c\uc6a9\ud558\uc5ec &#8220;\uad6c\ub9e4\ud558\uae30&#8221; \ubc84\ud2bc\uc758 \ud06c\uae30\uc640 \uc704\uce58\uac00 \uc77c\uc815\ud558\uac8c \uc720\uc9c0\ub418\uace0, \uc0c1\ud488 \uac00\uaca9\uc774 \ubaa8\ub4e0 \uc0c1\ud488 \ud398\uc774\uc9c0\uc5d0\uc11c \uc815\ud655\ud788 \ud45c\uc2dc\ub418\ub294\uc9c0 \ud655\uc778.<\/li>\n<li><strong>UI \uc624\ub958 \uac10\uc9c0:<\/strong> \uc798\ubabb\ub41c \uc544\uc774\ucf58, \ubd80\uc815\ud655\ud55c \uac00\uaca9, \ube44\uc815\uc0c1\uc801\uc73c\ub85c \uc791\ub3d9\ud558\ub294 \ubc84\ud2bc\uacfc \uac19\uc740 UI\uc758 \ucc28\uc774\ub97c \uc2dd\ubcc4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\ud6a8\uacfc:<\/strong><\/p>\n<ul>\n<li>\uc6d0\ud65c\ud55c \uae30\ub2a5\uc131\uacfc \uc815\ud655\uc131\uc744 \ubcf4\uc7a5\ud568\uc73c\ub85c\uc368 \uc1fc\ud551 \uacbd\ud5d8\uc744 \uac1c\uc120\ud558\uace0 \uc2e0\ub8b0\ub3c4\uc640 \uace0\uac1d \ub9cc\uc871\ub3c4\ub97c \ub192\uc784.<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"3072\" height=\"1926\" class=\"alignnone size-full wp-image-19787\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05053540\/Ecommerce-1.png\" alt=\"\" \/> <img loading=\"lazy\" decoding=\"async\" width=\"3072\" height=\"2040\" class=\"alignnone size-full wp-image-19788\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05053543\/Ecommerce-2.png\" alt=\"\" \/><\/p>\n<h3><strong>5.2. \ubaa8\ubc14\uc77c \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/strong><\/h3>\n<p><strong>\ubaa9\uc801:<\/strong><\/p>\n<ul>\n<li>\ubaa8\ubc14\uc77c \uc571 UI\uac00 \ub2e4\uc591\ud55c \ud654\uba74 \ud06c\uae30\uc5d0\uc11c\ub3c4 \uc62c\ubc14\ub974\uace0 \uc77c\uad00\ub418\uac8c \ud45c\uc2dc\ub418\ub3c4\ub85d \ubcf4\uc7a5.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840:<\/strong><\/p>\n<ul>\n<li><strong>\ub514\ubc14\uc774\uc2a4 \uac04 \ud638\ud658\uc131 \ud14c\uc2a4\ud2b8:<\/strong> \uc774\ubbf8\uc9c0 \ube44\uad50 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc571 UI \ubc84\uc804\uc744 iOS \ubc0f Android \ub4f1 \uc5ec\ub7ec \uae30\uae30\uc5d0\uc11c \ube44\uad50\ud558\uace0 \ub808\uc774\uc544\uc6c3\uc774 \uc720\uc9c0\ub418\uba70 \ud575\uc2ec \uc694\uc18c\uac00 \uc65c\uace1\ub418\uac70\ub098 \uc798\ubabb \ubc30\uce58\ub418\uc9c0 \uc54a\uc558\ub294\uc9c0 \ud655\uc778.<\/li>\n<li><strong>\ub514\uc2a4\ud50c\ub808\uc774 \ubb38\uc81c \uac10\uc9c0:<\/strong> \ubc84\ud2bc, \ud14d\uc2a4\ud2b8, \uc774\ubbf8\uc9c0, \uadf8\ub798\ud53d\uacfc \uac19\uc740 \uad6c\uc131 \uc694\uc18c\uac00 \ub2e4\uc591\ud55c \ud574\uc0c1\ub3c4\uc640 \ud654\uba74 \ube44\uc728\uc5d0\uc11c\ub3c4 \uc62c\ubc14\ub974\uac8c \ub80c\ub354\ub9c1\ub418\ub294\uc9c0 \uac80\uc0ac.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\ud6a8\uacfc:<\/strong><\/p>\n<ul>\n<li>\uae30\uae30 \uac04 \uc6d0\ud65c\ud558\uace0 \uc77c\uad00\ub41c \uc571 \uc131\ub2a5\uc744 \ubcf4\uc7a5\ud558\uc5ec \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \ubd80\uc815\uc801 \ud53c\ub4dc\ubc31\uc744 \ucd5c\uc18c\ud654.<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" width=\"3072\" height=\"2040\" class=\"alignnone size-full wp-image-19789\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05053550\/Wallet-1.png\" alt=\"\" \/> <img loading=\"lazy\" decoding=\"async\" width=\"3072\" height=\"2040\" class=\"alignnone size-full wp-image-19790\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05053553\/Wallet-2.png\" alt=\"\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3><strong>5.3. \ube44\uc988\ub2c8\uc2a4 \ub300\uc2dc\ubcf4\ub4dc<\/strong><\/h3>\n<p><strong>\ubaa9\uc801:<\/strong><\/p>\n<ul>\n<li>\ub9e4\ucd9c \ucc28\ud2b8 \ubc0f \uc7ac\ubb34 \uc9c0\ud45c\uac00 \uc2dc\uc2a4\ud15c \uc5c5\ub370\uc774\ud2b8 \uc774\ud6c4\uc5d0\ub3c4 \uc815\ud655\ud558\uac8c \ud45c\uc2dc\ub418\uace0 \uc624\ub958 \uc5c6\uc774 \uc720\uc9c0\ub418\ub3c4\ub85d \ubcf4\uc7a5.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840:<\/strong><\/p>\n<ul>\n<li><strong>\ub370\uc774\ud130 \ub514\uc2a4\ud50c\ub808\uc774 \uac80\uc99d:<\/strong> \uc774\ubbf8\uc9c0 \ube44\uad50\ub97c \ud65c\uc6a9\ud558\uc5ec \ucc28\ud2b8, \ubcf4\uace0\uc11c, \uc7ac\ubb34 \ub370\uc774\ud130 \uc694\uc18c\uac00 \ud544\uc694\ud55c \ub300\ub85c \uc5c5\ub370\uc774\ud2b8\ub418\uace0 \uc815\ud655\ud788 \ud45c\uc2dc\ub418\ub294\uc9c0 \ud655\uc778.<\/li>\n<li><strong>\uc548\uc815\uc131 \ubcf4\uc7a5:<\/strong> UI \uc5c5\ub370\uc774\ud2b8\uac00 \ub9e4\ucd9c \uc9c0\ud45c\ub098 \uc7ac\ubb34 \uc694\uc57d \ub4f1 \uc911\uc694\ud55c \ub370\uc774\ud130\uc758 \uac00\uc2dc\uc131\uc744 \uc800\ud574\ud558\uc9c0 \uc54a\ub294\uc9c0 \ud655\uc778.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\ud6a8\uacfc:<\/strong><\/p>\n<ul>\n<li>\ube44\uc988\ub2c8\uc2a4 \ub300\uc2dc\ubcf4\ub4dc\uc5d0\uc11c \ub370\uc774\ud130 \uc624\ud45c\uc2dc\uc758 \uc704\ud5d8\uc744 \uc904\uc774\uace0, \uad00\ub9ac\ud300\uacfc \uad00\ub828 \ubd80\uc11c\uc5d0 \uc815\ud655\ud558\uace0 \uc2dc\uae30 \uc801\uc808\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uc5ec \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0.<\/li>\n<\/ul>\n<h3><img loading=\"lazy\" decoding=\"async\" width=\"3072\" height=\"2040\" class=\"size-full wp-image-19791 aligncenter\" src=\"https:\/\/cdn.bap-software.net\/2024\/12\/05053558\/Dashboard-1.png\" alt=\"\" \/><\/h3>\n<p>\uc774\ubbf8\uc9c0 \ube44\uad50 \uae30\uc220\uc740 \uc804\uc790\uc0c1\uac70\ub798 \uc6f9\uc0ac\uc774\ud2b8, \ubaa8\ubc14\uc77c \uc560\ud50c\ub9ac\ucf00\uc774\uc158, \ube44\uc988\ub2c8\uc2a4 \ub300\uc2dc\ubcf4\ub4dc \ub4f1 \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc5d0\uc11c UI \ud488\uc9c8 \uc720\uc9c0\uc5d0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc624\ub958\ub97c \uc2e0\uc18d\ud788 \uac10\uc9c0\ud568\uc73c\ub85c\uc368 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \uac1c\uc120\ud558\uace0, \uc81c\ud488 \uc548\uc815\uc131\uc744 \ubcf4\uc7a5\ud558\uba70, \uace0\uac1d \uc2e0\ub8b0\ub97c \uad6c\ucd95\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc801\uc6a9 \uc0ac\ub840\ub294 \uace0\uae09 UI \ud14c\uc2a4\ud2b8 \ubc29\ubc95\uc744 \ub3c4\uc785\ud568\uc73c\ub85c\uc368 \ud50c\ub7ab\ud3fc \uae30\ub2a5\uc744 \ubcf4\ud638\ud558\uace0 \uc138\ub828\ub418\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc74c\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<h2><strong>6. UI \ud14c\uc2a4\ud2b8\uc5d0\uc11c \uc774\ubbf8\uc9c0 \ube44\uad50 \uae30\uc220\uc758 \uc7a5\uc810\uacfc \uacfc\uc81c<\/strong><\/h2>\n<p>\uc774\ubbf8\uc9c0 \ube44\uad50 \uae30\uc220\uc740 UI \ud14c\uc2a4\ud2b8 \ud504\ub85c\uc138\uc2a4\uc5d0\uc11c \uc0c1\ub2f9\ud55c \uc774\uc810\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc, \ucd5c\uc0c1\uc758 \uacb0\uacfc\ub97c \uc5bb\uae30 \uc704\ud574 \ud574\uacb0\ud574\uc57c \ud560 \uacfc\uc81c\ub3c4 \uc874\uc7ac\ud569\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>6.1 \uc7a5\uc810<\/strong><\/h3>\n<p><strong>\uc2dc\uac04 \uc808\uc57d:<\/strong><\/p>\n<ul>\n<li><strong>\ud14c\uc2a4\ud2b8 \ud504\ub85c\uc138\uc2a4 \uac00\uc18d\ud654:<\/strong> \ube44\uad50 \uacfc\uc815\uc744 \uc790\ub3d9\ud654\ud558\uba74 \uc218\uc791\uc5c5 \ud14c\uc2a4\ud2b8\uc5d0 \ud544\uc694\ud55c \uc2dc\uac04\uc744 \ucd5c\ub300 80%\uae4c\uc9c0 \uc808\uc57d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \ud14c\uc2a4\ud2b8 \uc8fc\uae30\uac00 \uc694\uad6c\ub418\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uac1c\ubc1c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c \ud2b9\ud788 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\ud488\uc9c8 \ud5a5\uc0c1:<\/strong><\/p>\n<ul>\n<li><strong>UI \uc77c\uad00\uc131 \ubcf4\uc7a5:<\/strong> \uc774 \uae30\uc220\uc740 \uc778\ud130\ud398\uc774\uc2a4\uc758 \uc0ac\uc18c\ud55c \ubcc0\ud654\ub3c4 \uac10\uc9c0\ud558\uc5ec UI\uac00 \uc77c\uad00\ub418\uace0 \uc624\ub958 \uc5c6\uc774 \uc720\uc9c0\ub418\uba70 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \uc800\ud574\ud558\uc9c0 \uc54a\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ucd08\uae30 \ubc84\uadf8 \uac10\uc9c0:<\/strong> \uac1c\ubc1c \ucd08\uae30 \ub2e8\uacc4\uc5d0\uc11c \ub514\uc2a4\ud50c\ub808\uc774 \ubc0f \uae30\ub2a5\uc0c1\uc758 \ubb38\uc81c\ub97c \uc2dd\ubcc4\ud558\uc5ec \ucd5c\uc885 \uc81c\ud488 \ud488\uc9c8\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\ube44\uc6a9 \ud6a8\uc728\uc131:<\/strong><\/p>\n<ul>\n<li><strong>\uc26c\uc6b4 \ubc30\ud3ec:<\/strong> \uc774\ubbf8\uc9c0 \ube44\uad50 \uc194\ub8e8\uc158\uc740 \ucd08\uae30 \ud22c\uc790 \uc5c6\uc774 \ubaa8\ub4e0 \uaddc\ubaa8\uc758 \uae30\uc5c5\uc774 \uc27d\uac8c \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ud2b9\ud788 \uc911\uc18c\uae30\uc5c5(SME)\uc774\ub098 \ud14c\uc2a4\ud2b8 \ube44\uc6a9 \ucd5c\uc801\ud654\ub97c \ubaa9\ud45c\ub85c \ud558\ub294 \uc870\uc9c1\uc5d0 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h3><strong>6.2 \uacfc\uc81c<\/strong><\/h3>\n<p><strong>\uc798\ubabb\ub41c \uacbd\uace0(\uc624\ud0d0\uc9c0):<\/strong><\/p>\n<ul>\n<li><strong>\ubb38\uc81c\uc810:<\/strong> \uc911\uc694\ud558\uc9c0 \uc54a\uc740 \ubcc0\uacbd \uc0ac\ud56d\uc774\ub098 \uc0ac\uc18c\ud55c \uc138\ubd80 \uc0ac\ud56d\uc774 \uc624\ub958\ub85c \uac04\uc8fc\ub418\uc5b4 \ud14c\uc2a4\ud2b8 \ud300\uc774 \ubd88\ud544\uc694\ud55c \uac80\uc99d\uc5d0 \uc2dc\uac04\uc744 \ub0ad\ube44\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud574\uacb0\ucc45:<\/strong> \ube44\uad50 \ub9e4\uac1c\ubcc0\uc218\uc640 \uaddc\uce59\uc744 \uc138\ubc00\ud558\uac8c \uc870\uc815\ud558\uc5ec \uc624\ud0d0\uc9c0\ub97c \ucd5c\uc18c\ud654\ud558\uace0 \uc911\uc694\ud55c \ubcc0\uacbd \uc0ac\ud56d\uc5d0\ub9cc \uc9d1\uc911\ud558\ub3c4\ub85d \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\uc790\uc6d0 \uc694\uad6c \uc0ac\ud56d:<\/strong><\/p>\n<ul>\n<li><strong>\ubb38\uc81c\uc810:<\/strong> \ub300\uaddc\ubaa8 \uc2dc\uc2a4\ud15c\uc758 \uace0\ud574\uc0c1\ub3c4 \uc774\ubbf8\uc9c0\ub97c \ucc98\ub9ac\ud558\uace0 \ube44\uad50\ud558\ub294 \ub370 \uc0c1\ub2f9\ud55c \ub9ac\uc18c\uc2a4\uac00 \ud544\uc694\ud558\uba70, \ud2b9\ud788 GPU\uc640 \uac19\uc740 \uac15\ub825\ud55c \ud558\ub4dc\uc6e8\uc5b4\uac00 \uc694\uad6c\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ud574\uacb0\ucc45:<\/strong> \ucd5c\uc801\ud654\ub41c \ud558\ub4dc\uc6e8\uc5b4(GPU \ub4f1)\ub97c \ub3c4\uc785\ud558\uac70\ub098 \uacbd\ub7c9\ud654\ub41c \ud6a8\uc728\uc801\uc778 \uc774\ubbf8\uc9c0 \ucc98\ub9ac \ubc0f \ubd84\uc11d \ub3c4\uad6c\ub97c \ucc44\ud0dd\ud569\ub2c8\ub2e4. \ucd5c\uc801\ud654 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uacc4\uc0b0 \ubd80\ud558\ub97c \uc904\uc774\ub294 \uac83\ub3c4 \ud558\ub098\uc758 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>UI \ud14c\uc2a4\ud2b8\uc5d0\uc11c \uc774\ubbf8\uc9c0 \ube44\uad50 \uae30\uc220\uc740 \ud14c\uc2a4\ud2b8 \uc18d\ub3c4\uc640 \uc81c\ud488 \ud488\uc9c8\uc744 \uac1c\uc120\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc7a5\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc624\ud0d0\uc9c0\uc640 \ub192\uc740 \uc790\uc6d0 \uc694\uad6c \uc0ac\ud56d\uacfc \uac19\uc740 \uacfc\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uac83\uc774 \uc131\uacf5\uc801\uc778 \uad6c\ud604\uc744 \uc704\ud574 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<br \/>\n\ub9de\ucda4\ud615 \uc194\ub8e8\uc158\uc744 \ub3c4\uc785\ud568\uc73c\ub85c\uc368 \uae30\uc5c5\uc740 \uc774 \uae30\uc220\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\uc5ec \ud14c\uc2a4\ud2b8 \uc6cc\ud06c\ud50c\ub85c\ub97c \uac15\ud654\ud558\uace0 \uc6b0\uc218\ud55c \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>&nbsp;<\/p>\n<h2><strong>7. \uacb0\ub860<\/strong><\/h2>\n<p>\uc774\ubbf8\uc9c0 \ube44\uad50 \uae30\uc220\uc740 UI \ud14c\uc2a4\ud2b8\ub97c \uc704\ud55c \ud604\ub300\uc801 \uc194\ub8e8\uc158\uc73c\ub85c \uc790\ub9ac \uc7a1\uc544 \uae30\uc5c5\uc774 \uc778\ud130\ud398\uc774\uc2a4 \uc624\ub958\ub97c \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \uc2dd\ubcc4\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \uc790\ub3d9\ud654 \uae30\ub2a5\uacfc \uace0\uc815\ubc00 \uc774\ubbf8\uc9c0 \ucc98\ub9ac \uae30\ub2a5\uc744 \ud1b5\ud574 \uc81c\ud488 \ud488\uc9c8 \ud5a5\uc0c1\uacfc \uc2dc\uac04 \uc808\uc57d\uc5d0 \ud070 \uae30\uc5ec\ub97c \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\ud788 AI\uc640 \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c UI \ud14c\uc2a4\ud2b8\uc758 \uc790\ub3d9\ud654\uc640 \uc815\ud655\uc131\uc774 \ub354\uc6b1 \ud5a5\uc0c1\ub420 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc740 UI \ud14c\uc2a4\ud2b8\ub97c \uc0c8\ub85c\uc6b4 \ucc28\uc6d0\uc73c\ub85c \ub04c\uc5b4\uc62c\ub824 \uae30\uc5c5\uc774 \ubb38\uc81c\ub97c \uc2e0\uc18d\ud788 \uac10\uc9c0\ud558\uace0 \ud14c\uc2a4\ud2b8 \ud504\ub85c\uc138\uc2a4\ub97c \ucd5c\uc801\ud654\ud558\uc5ec \ucd5c\uace0\uc758 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>","protected":false},"author":25,"featured_media":19782,"template":"","meta":{"_acf_changed":false},"tags":[],"blog-cat":[2058],"class_list":["post-19779","knowledge","type-knowledge","status-publish","has-post-thumbnail","hentry","blog-cat-technology"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.1 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>UI \ud14c\uc2a4\ud2b8: \uace0\uac1d \uacbd\ud5d8 \ucd5c\uc801\ud654\uc758 \ube44\uacb0<\/title>\n<meta name=\"description\" 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content=\"https:\/\/cdn.bap-software.net\/2024\/12\/05053233\/BG.png\" \/>\n\t<meta property=\"og:image:width\" content=\"700\" \/>\n\t<meta property=\"og:image:height\" content=\"400\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@bapsoftware\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"52 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/bap-software.net\\\/kr\\\/knowledge\\\/ui-testing-the-secret-to-optimizing-customer-experience\\\/\",\"url\":\"https:\\\/\\\/bap-software.net\\\/kr\\\/knowledge\\\/ui-testing-the-secret-to-optimizing-customer-experience\\\/\",\"name\":\"UI \ud14c\uc2a4\ud2b8: \uace0\uac1d \uacbd\ud5d8 \ucd5c\uc801\ud654\uc758 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