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\uac15\uc88c","link":"https:\/\/atmokpo.com\/w\/category\/%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98-%ea%b0%95%ec%a2%8c\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":39337,"url":"https:\/\/atmokpo.com\/w\/39337\/","url_meta":{"origin":39641,"position":3},"title":"\uac8c\uc784\uadf8\ub798\ud53d \uc81c\uc791, 2D \ud0c0\uc77c\uc14b \uc81c\uc791\uacfc \ud0c0\uc77c \uae30\ubc18 \ubc30\uacbd \ub9cc\ub4e4\uae30","author":"root","date":"2024\ub144 11\uc6d4 02\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 \uc791\uc131\uc77c: 2024\ub144 11\uc6d4 26\uc77c 1. \uc11c\ub860 \uac8c\uc784 \uadf8\ub798\ud53d\uc740 \ud50c\ub808\uc774\uc5b4\uc5d0\uac8c \uac8c\uc784\uc758 \uccab \uc778\uc0c1\uc744 \uc8fc\uba70, \uac8c\uc784\uc758 \uc138\uacc4\uc640 \uc774\uc57c\uae30\uc758 \ubd84\uc704\uae30\ub97c \uacb0\uc815\uc9d3\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ud2b9\ud788 2D \uac8c\uc784\uc758 \uacbd\uc6b0, \ud0c0\uc77c \uae30\ubc18 \uadf8\ub798\ud53d\uc740 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \ub9f5 \uc81c\uc791\uc744 \uac00\ub2a5\ud558\uac8c \ud574\uc8fc\uba70, \uc7ac\uc0ac\uc6a9 \uac00\ub2a5\ud55c \uadf8\ub798\ud53d \ub9ac\uc18c\uc2a4\ub97c \ud1b5\ud574 \uac1c\ubc1c \uc2dc\uac04\uc744 \ub2e8\ucd95\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 2D \ud0c0\uc77c\uc14b \uc81c\uc791\uc758\u2026","rel":"","context":""\uac8c\uc784\uadf8\ub798\ud53d"\uc5d0\uc11c","block_context":{"text":"\uac8c\uc784\uadf8\ub798\ud53d","link":"https:\/\/atmokpo.com\/w\/category\/%ea%b2%8c%ec%9e%84%ea%b7%b8%eb%9e%98%ed%94%bd\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":25493,"url":"https:\/\/atmokpo.com\/w\/25493\/","url_meta":{"origin":39641,"position":4},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc9c8\uc758 \uc751\ub2f5(Question Answering, QA)","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: 2024\ub144 11\uc6d4 26\uc77c 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\ub85c, \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ud2b9\ud788, \uc9c8\uc758 \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790\ub85c\ubd80\ud130 \uc790\uc5f0\uc5b4\ub85c \uc785\ub825\ub41c \uc9c8\ubb38\uc744 \uc774\ud574\ud558\uace0, \uadf8\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc740\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%9e%90%ec%97%b0%ec%96%b4%ec%b2%98%eb%a6%ac\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":25341,"url":"https:\/\/atmokpo.com\/w\/25341\/","url_meta":{"origin":39641,"position":5},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: 1D CNN\uc73c\ub85c \uc2a4\ud338 \uba54\uc77c \ubd84\ub958\ud558\uae30","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: [\ub0a0\uc9dc] \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \ube44\uc57d\uc801\uc73c\ub85c \ubc1c\uc804\ud558\uba74\uc11c \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud558\ub294 \uae30\uc220\ub85c, \uc774\uba54\uc77c \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed \ub4f1 \ub2e4\ubc29\uba74\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 1\ucc28\uc6d0 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(1D CNN)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2a4\ud338 \uba54\uc77c\uc744\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd 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{"id":39641,"date":"2024-11-02T06:50:41","date_gmt":"2024-11-02T06:50:41","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39641"},"modified":"2024-11-26T06:41:11","modified_gmt":"2024-11-26T06:41:11","slug":"%ec%9d%98%eb%a3%8c-%eb%b0%8f-%eb%b0%94%ec%9d%b4%ec%98%a4-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b-chest-x-ray-images-%ed%9d%89%eb%b6%80-x-ray-%ec%9d%b4%eb%af%b8%ec%a7%80-%eb%8d%b0%ec%9d%b4%ed%84%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39641\/","title":{"rendered":"\uc758\ub8cc \ubc0f \ubc14\uc774\uc624 \ub370\uc774\ud130\uc14b, Chest X-Ray Images \ud749\ubd80 X-ray \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b"},"content":{"rendered":"

<\/p>\n

\uc758\ub8cc \ubd84\uc57c\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc740 \uc9c4\ub2e8 \ubc0f \uce58\ub8cc\uc758 \uc815\ud655\uc131\uc744 \ub192\uc774\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud749\ubd80 X-ray\ub294 \ud3d0 \uc9c8\ud658 \uc9c4\ub2e8\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 Chest X-Ray Images \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801\uc778 \uc124\uba85\uc744 \uc81c\uacf5\ud558\uace0, \uc5f0\uad6c \ubc0f \uac1c\ubc1c\uc744 \uc704\ud55c \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc744 \uc5b4\ub514\uc11c \uc5bb\uc744 \uc218 \uc788\ub294\uc9c0 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. Chest X-Ray Images \ub370\uc774\ud130\uc14b \uac1c\uc694<\/h2>\n
Chest X-Ray Images \ub370\uc774\ud130\uc14b\uc740 \ud3d0 \uc9c8\ud658\uc744 \uc9c4\ub2e8\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ube44\ub514\uc624 \ud639\uc740 \uc2a4\ud2f8 \uc774\ubbf8\uc9c0 \uae30\ubc18\uc758 \uc790\ub8cc\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc911\uc694\ud55c \uc758\ud559\uc801 \uc870\uac74\uc744 \uc9c4\ub2e8\ud558\uae30 \uc704\ud55c \ub3c4\uad6c\ub85c \ud65c\uc6a9\ub418\uba70, \ud2b9\ud788 \ud3d0\ub834, \uacb0\ud575, \uadf8\ub9ac\uace0 \ub2e4\ub978 \ud638\ud761\uae30 \uc9c8\ud658\uc758 \uc870\uae30 \uc9c4\ub2e8\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n

1.1 \ub370\uc774\ud130\uc14b\uc758 \ud544\uc694\uc131<\/h3>\n
\uc804 \uc138\uacc4\uc801\uc73c\ub85c \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc774 \ud638\ud761\uae30 \uc9c8\ud658\uc73c\ub85c \uace0\ud1b5\ubc1b\uace0 \uc788\uc73c\uba70, \uc801\uc808\ud55c \uc9c4\ub2e8\uacfc \uce58\ub8cc\uac00 \uc5c6\ub2e4\uba74 \ud070 \ud53c\ud574\ub97c \uc785\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae09\uc18d\ud788 \uc131\uc7a5\ud558\ub294 \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec X-ray \uc774\ubbf8\uc9c0\ub97c \ubd84\uc11d\ud568\uc73c\ub85c\uc368 \uc758\uc0ac\uac00 \ube60\ub974\uace0 \ub354 \uc815\ud655\ud558\uac8c \uc9c4\ub2e8\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. \uc774\ub294 \uacb0\uad6d \ud658\uc790\uc758 \uce58\ub8cc \uc131\uacfc\ub97c \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc758\ub8cc \uc790\uc6d0\uc758 \ud6a8\uc728\uc801\uc778 \uc0ac\uc6a9\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1.2 \ub370\uc774\ud130\uc14b\uc758 \ud2b9\uc131<\/h3>\n
Chest X-Ray \ub370\uc774\ud130\uc14b\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ud2b9\uc131\uc744 \uac00\uc9d1\ub2c8\ub2e4:<\/p>\n
\n
\uc774\ubbf8\uc9c0 \ud615\uc2dd:<\/strong> \ub300\uac1c JPEG \ub610\ub294 PNG \ud615\uc2dd\uc785\ub2c8\ub2e4.<\/li>\n
\ud574\uc0c1\ub3c4:<\/strong> \uc77c\ubc18\uc801\uc73c\ub85c 224×224 \ud53d\uc140\uc5d0\uc11c 512×512 \ud53d\uc140\uae4c\uc9c0 \ub2e4\uc591\ud569\ub2c8\ub2e4.<\/li>\n
\ub808\uc774\ube14:<\/strong> \uac01 \uc774\ubbf8\uc9c0\ub294 \uc9c8\ubcd1\uc758 \uc885\ub958\uc5d0 \ub530\ub77c \ub77c\ubca8\ub9c1\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc815\uc0c1(Normal), \uacb0\ud575(Tuberculosis), \uadf8\ub9ac\uace0 \ud3d0\ub834(Pneumonia)\uacfc \uac19\uc740 \ubd84\ub958\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc218\ub7c9:<\/strong> \ub370\uc774\ud130\uc14b\uc758 \ud06c\uae30\ub294 \uc218\ucc9c\uc5d0\uc11c \uc218\ub9cc \uac1c\uc758 \uc774\ubbf8\uc9c0\uae4c\uc9c0 \ub2e4\uc591\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc758 \uc608<\/h2>\n
Chest X-Ray Images \ub370\uc774\ud130\uc14b\uc740 \uc5ec\ub7ec \uc5f0\uad6c\uae30\uad00 \ubc0f \ub300\ud559\uc5d0\uc11c \uc218\uc9d1\ud558\uc5ec \uacf5\uac1c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc8fc\uc694 \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4:<\/p>\n
2.1 NIH Chest X-ray Dataset<\/h3>\n
NIH Chest X-ray \ub370\uc774\ud130\uc14b\uc740 \ubbf8\uad6d \uad6d\ub9bd \ubcf4\uac74\uc6d0(NIH)\uc5d0\uc11c \uc81c\uacf5\ud558\uace0 \uc788\uc73c\uba70, \uc57d 11\ub9cc \uac1c\uc758 frontal chest X-ray \uc774\ubbf8\uc9c0\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 14\uac00\uc9c0 \uc9c8\ubcd1\uc5d0 \ub300\ud55c \ub808\uc774\ube14\uc774 \ubd99\uc5b4 \uc788\uc73c\uba70, \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud559\uc2b5\uc744 \uc704\ud55c \uc88b\uc740 \uae30\ucd08 \uc790\ub8cc\uac00 \ub429\ub2c8\ub2e4.<\/p>\n
\ud2b9\uc9d5:<\/strong><\/p>\n
\n
\ucd1d 112,120\uac1c\uc758 X-ray \uc774\ubbf8\uc9c0 \ud3ec\ud568.<\/li>\n
14\uac00\uc9c0 \uc9c8\ubcd1(\uc608: \ud3d0\ub834, \ubd80\ud480\ub9bc, \uacb0\ud575 \ub4f1)\uc5d0 \ub300\ud55c \ub808\uc774\ube14.<\/li>\n
\uac01 \uc774\ubbf8\uc9c0\ub294 frontal view\ub85c \uc218\uc9d1\ub428.<\/li>\n<\/ul>\n
\ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc \ub9c1\ud06c:<\/strong> NIH Chest X-ray Dataset<\/a><\/p>\n
2.2 RSNA Pneumonia Detection Challenge Dataset<\/h3>\n
RSNA(\ubc29\uc0ac\uc120\ud559\ud68c)\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ud3d0\ub834 \ud0d0\uc9c0 \ucc4c\ub9b0\uc9c0 \ub370\uc774\ud130\uc14b\uc740 \uc57d 30,000\uac1c\uc758 X-ray \uc774\ubbf8\uc9c0\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ud3d0 \uc9c8\ud658\uc744 \uc9c4\ub2e8\ud558\ub294 \ub370 \ud544\uc694\ud55c \ub808\uc774\ube14\uc774 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \ucef4\ud4e8\ud130 \ube44\uc804 \uc54c\uace0\ub9ac\uc998\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n
\ud2b9\uc9d5:<\/strong><\/p>\n
\n
\uc57d 30,000\uac1c\uc758 X-ray \uc774\ubbf8\uc9c0.<\/li>\n
\ud3d0\ub834 \ub808\uc774\ube14 \ud3ec\ud568.<\/li>\n
\ub3c4\uc804 \uacfc\uc81c\ub97c \ud1b5\ud574 \ubaa8\ub378 \uc131\ub2a5 \ube44\uad50 \uac00\ub2a5.<\/li>\n<\/ul>\n
\ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc \ub9c1\ud06c:<\/strong> RSNA Pneumonia Detection Challenge<\/a><\/p>\n
2.3 CheXpert Dataset<\/h3>\n
CheXpert \ub370\uc774\ud130\uc14b\uc740 \uc57d 22\ub9cc \uac1c\uc758 X-ray \uc774\ubbf8\uc9c0\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70, 14\uac00\uc9c0 \ub2e4\uc591\ud55c \uc9c8\ubcd1\uc5d0 \ub300\ud55c \ube44\uc9c0\ub3c4 \ud559\uc2b5 \ub808\uc774\ube14\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 Stanford\ub300\ud559\uc758 \uc5f0\uad6c\ud300\uc774 \uc218\uc9d1\ud558\uc600\uc73c\uba70, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n
\ud2b9\uc9d5:<\/strong><\/p>\n
\n
\ucd1d 224,316\uac1c\uc758 X-ray \uc774\ubbf8\uc9c0 \ud3ec\ud568.<\/li>\n
14\uac00\uc9c0 \uc9c8\ubcd1\uc5d0 \ub300\ud55c \ub808\uc774\ube14.<\/li>\n
Machine learning\uacfc deep learning \uc5f0\uad6c\uc5d0 \ud2b9\ud788 \uc720\uc6a9.<\/li>\n<\/ul>\n
\ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc \ub9c1\ud06c:<\/strong> CheXpert Dataset<\/a><\/p>\n
3. \ub525\ub7ec\ub2dd \ubaa8\ub378 \uc801\uc6a9<\/h2>\n
\ud749\ubd80 X-ray \uc774\ubbf8\uc9c0 \ubd84\uc11d\uc744 \uc704\ud55c \ub2e4\uc591\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubc0f \uac1d\uccb4 \uc778\uc2dd\uc744 \uc704\ud55c CNN(\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd)\uc740 X-ray \uc774\ubbf8\uc9c0 \ubd84\uc11d\uc5d0 \uac00\uc7a5 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc785\ub825\ub41c \uc774\ubbf8\uc9c0\ub97c \ud1b5\ud574 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uace0, \ud574\ub2f9 \uc774\ubbf8\uc9c0\ub97c \ub77c\ubca8\ub9c1\ud558\ub294 \ub370 \ud544\uc694\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n
3.1 \ubaa8\ub378 \uad6c\uc870<\/h3>\n
\uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 CNN \uc544\ud0a4\ud14d\ucc98\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub808\uc774\uc5b4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n
\n
\uc785\ub825 \ub808\uc774\uc5b4:<\/strong> \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\ub97c \uc785\ub825\ubc1b\uc2b5\ub2c8\ub2e4.<\/li>\n
\ud569\uc131\uacf1 \ub808\uc774\uc5b4:<\/strong> \uc774\ubbf8\uc9c0\uc758 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n
\ud480\ub9c1 \ub808\uc774\uc5b4:<\/strong> \uc774\ubbf8\uc9c0\uc758 \ucc28\uc6d0\uc744 \ucd95\uc18c\ud558\uc5ec \uacc4\uc0b0 \ud6a8\uc728\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n
\uc644\uc804 \uc5f0\uacb0 \ub808\uc774\uc5b4:<\/strong> \ud2b9\uc9d5\uc744 \ubc14\ud0d5\uc73c\ub85c \ub77c\ubca8\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n3.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\ubaa8\ub378 \ud559\uc2b5 \uc804\uc5d0 \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc804\ucc98\ub9ac \ub2e8\uacc4\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc774\ubbf8\uc9c0 \ud06c\uae30 \uc870\uc815: \ubaa8\ub4e0 \uc774\ubbf8\uc9c0\ub97c \ub3d9\uc77c\ud55c \ud06c\uae30\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n
\uc815\uaddc\ud654: \ud53d\uc140 \uac12\uc744 0\uacfc 1 \uc0ac\uc774\ub85c \ubcc0\ud658\ud558\uc5ec \ud559\uc2b5 \ud6a8\uc728\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \uc99d\uac15: \ud68c\uc804, \ud655\ub300, \ucd95\uc18c \ub4f1\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc758 \ub2e4\uc591\uc131\uc744 \uc99d\uac00\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.3 \uc131\ub2a5 \ud3c9\uac00<\/h3>\n
\ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \ud1b5\ud574 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc9c0\ud45c\ub294 \uc815\ud655\ub3c4(Accuracy), \uc815\ubc00\ub3c4(Precision), \uc7ac\ud604\uc728(Recall), F1 \uc2a4\ucf54\uc5b4 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc9c0\ud45c\ub4e4\uc740 \ubaa8\ub378\uc774 \uc5bc\ub9c8\ub098 \uc798 \uc791\ub3d9\ud558\ub294\uc9c0\ub97c \ud3c9\uac00\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n
4. \uacb0\ub860<\/h2>\n
Chest X-Ray Images \ub370\uc774\ud130\uc14b\uc740 \uc9c4\ub2e8 \uc5f0\uad6c \ubc0f \uac1c\ubc1c\uc5d0\uc11c \ub9e4\uc6b0 \uac00\uce58\uac00 \uc788\ub294 \uc790\uc6d0\uc785\ub2c8\ub2e4. \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uc5f0\uad6c\uc790\ub4e4\uc740 \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uace0, \ud14c\uc2a4\ud2b8\ud558\uba70, \uc2e4\uc81c \ud074\ub9ac\ub2c9\uc5d0\uc11c\uc758 \uc9c4\ub2e8 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc194\ub8e8\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. X-ray \uc774\ubbf8\uc9c0 \ubd84\uc11d \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc758\ud559 \ubd84\uc57c\uc758 \ubbf8\ub798\ub97c \ubc1d\ud790 \uac83\uc774\uba70, \uc774\ub294 \ud658\uc790 \uce58\ub8cc\uc758 \uc9c8\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
5. \ucc38\uace0 \uc790\ub8cc<\/h2>\n
\n
NIH Chest X-Ray Dataset<\/a><\/li>\n
RSNA Pneumonia Detection Challenge<\/a><\/li>\n
CheXpert Dataset<\/a><\/li>\n
Convolutional Neural Networks Introduction<\/a><\/li>\n<\/ul>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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3.1 \ubaa8\ub378 \uad6c\uc870<\/h3>\n\uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 CNN \uc544\ud0a4\ud14d\ucc98\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub808\uc774\uc5b4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n