{"id":9107,"date":"2020-04-22T15:42:42","date_gmt":"2020-04-22T06:42:42","guid":{"rendered":"http:\/\/www.gisdeveloper.co.kr\/?p=9107"},"modified":"2020-04-24T09:02:09","modified_gmt":"2020-04-24T00:02:09","slug":"geoai%eb%a5%bc-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ed%95%ad%ea%b3%b5%ec%82%ac%ec%a7%84%ec%97%90%ec%84%9c-%ea%b1%b4%eb%ac%bc%ea%b3%bc-%eb%b9%84%eb%8b%90%ed%95%98%ec%9a%b0%ec%8a%a4-%ec%9e%90%eb%8f%99-%ea%b2%80","status":"publish","type":"post","link":"http:\/\/www.gisdeveloper.co.kr\/?p=9107","title":{"rendered":"GeoAI\ub97c \uc774\uc6a9\ud55c \ud56d\uacf5\uc0ac\uc9c4\uc5d0\uc11c \uac74\ubb3c\uacfc \ube44\ub2d0\ud558\uc6b0\uc2a4 \uc790\ub3d9 \uac80\ucd9c"},"content":{"rendered":"<p>\ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ud56d\uacf5\uc0ac\uc9c4\uc774\ub098 \ub4dc\ub860\uc601\uc0c1\uc5d0\uc11c \uac74\ubb3c\uacfc \ube44\ub2d0\ud558\uc6b0\uc2a4\ub97c \uc790\ub3d9\uc73c\ub85c \uac80\ucd9c\ud558\ub294 \uae30\ub2a5\uc5d0 \ub300\ud55c \uae00\uc785\ub2c8\ub2e4. \uc0ac\uac01\ud615 \uc601\uc5ed\uc758 \uac80\ucd9c(Detection)\uc774 \uc544\ub2cc \uac74\ubb3c\uc774\ub098 \ube44\ub2d0\ud558\uc6b0\uc2a4\uc758 \ud615\uc0c1\uc744 \uac80\ucd9c(Segmentation)\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. CNN\uc744 \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \ubaa8\ub378 \uc911 Mask R-CNN \uc2e0\uacbd\ub9dd\uc744 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\ud558\uc5ec \uc774\uc6a9 \ud588\uc2b5\ub2c8\ub2e4. \uc2e0\uacbd\ub9dd \ud559\uc2b5\uc744 \uc704\ud574 \uad6c\ucd95\ud55c \uac74\ubb3c\uacfc \ube44\ub2d0\ud558\uc6b0\uc2a4\uc758 \uac1c\uc218\ub294 \uc544\ub798\uc640 \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<p><img decoding=\"async\" src=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/04\/geoai_db_count.png\" alt=\"\" width=\"300\" class=\"aligncenter size-full wp-image-9108\" \/><\/p>\n<p>&#8220;\uc0ac\ub78c&#8221;\uc5d0 \ub300\ud55c \uac80\ucd9c\uc744 \uc704\ud574 \uad6c\ucd95\ub41c ImageNet \ub4f1\uc758 \ub370\uc774\ud130 \uac2f\uc218\uac00 \uc218\ucc9c\ub9cc\uac1c\ub77c\ub294 \uac83\uacfc \ube44\uad50 \ud588\uc744\ub54c, \uc704\uc758 \uad6c\ucd95 \uac74\uc218\ub294 \uc0c1\ub300\uc801\uc73c\ub85c \uadf9\ud788 \uc801\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud558\uc5ec 24 Epoch\ub9cc\ud07c \ud559\uc2b5\ud558\uace0 \uba87\uac00\uc9c0 \uc601\uc0c1 \uc774\ubbf8\uc9c0\ub97c \ud559\uc2b5\ub41c \uc2e0\uacbd\ub9dd\uc5d0 \uc785\ub825\ud574 \uac74\ubb3c\uacfc \ube44\ub2d0\ud558\uc6b0\uc2a4\ub97c \uac80\ucd9c\ud558\ub294 \ud14c\uc2a4\ud2b8 \uacb0\uacfc\ub294 \uc544\ub798\uc758 \ub3d9\uc601\uc0c1\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<p><video width=\"100%\" controls poster=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/04\/geoai_segmentation_result.jpg\"><source src=\"http:\/\/www.gisdeveloper.co.kr\/wp-content\/uploads\/2020\/04\/geoai_segmentation.mp4\">\ube44\ub514\uc624\ub97c \uc9c0\uc6d0\ud558\uc9c0 \uc54a\ub294 \uc6f9\ube0c\ub77c\uc6b0\uc838\uc785\ub2c8\ub2e4.<\/video><\/p>\n<p>\ud14c\uc2a4\ud2b8\ub97c \uc6f9\uc5d0\uc11c \ubc14\ub85c \uc218\ud589\ud560 \uc218 \uc788\uc5b4, \ucd94\ud6c4 \ub2e4\uc591\ud55c \uc11c\ube44\uc2a4\uc5d0 \uc27d\uac8c \uc811\ubaa9\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc600\uc2b5\ub2c8\ub2e4. \uacb0\uacfc\ub97c \ubcf4\uc2dc\uba74 \uba87\uac1c\uc758 \uac74\ubb3c\uacfc \ube44\ub2d0\ud558\uc6b0\uc2a4\ub97c \uac80\ucd9c\ud558\uc9c0 \ubabb\ud558\uc9c0\ub9cc, \ub300\uccb4\uc801\uc73c\ub85c \uac74\ubb3c\uacfc \ube44\ub2d0\ud558\uc6b0\uc2a4\ub97c \uc798 \uac80\ucd9c\ud558\ub294 \uac83\uc744 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf4\ub2e4 \uc815\ud655\ud55c \uac80\ucd9c \uc704\ud574\uc11c\ub294 \ub354 \ub9ce\uc740 \ud559\uc2b5 \ub370\uc774\ud130\ub97c \uad6c\ucd95\ud558\uace0, \uc880\ub354 \ud6a8\uc728\uc801\uc778 \uc2e0\uacbd\ub9dd\uacfc \ub2e4\uc591\ud55c \ud559\uc2b5\ubc29\ubc95\uc744 \uc2dc\ub3c4\ud568\uc73c\ub85c\uc368 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud559\uc2b5 DB\uc758 \uad6c\ucd95\uc740 \uc790\uccb4\uc801\uc73c\ub85c \uac1c\ubc1c\ud55c GeoAI Labeling Tool\uc744 \uc0ac\uc6a9\uc600\uc73c\uba70 \uc790\uc138\ud55c \uc18c\uac1c\ub294 \uc544\ub798\uc640 \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"F4plVhNCDS\"><p><a href=\"http:\/\/www.gisdeveloper.co.kr\/?p=8644\">GeoAI Labeling Tool \uc18c\uac1c<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; clip: rect(1px, 1px, 1px, 1px);\" title=\"&#8220;GeoAI Labeling Tool \uc18c\uac1c&#8221; &#8212; GIS Developer\" src=\"http:\/\/www.gisdeveloper.co.kr\/?p=8644&#038;embed=true#?secret=A0blW06brV#?secret=F4plVhNCDS\" data-secret=\"F4plVhNCDS\" width=\"525\" height=\"296\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>GeoAI \ub808\uc774\ube14\ub9c1 \ud234\uc740 \ud56d\uacf5\uc601\uc0c1\uc774\ub098 \ub4dc\ub860\uc601\uc0c1\uc5d0 \ub300\ud574 Detection\uacfc Segmentation\uc744 \uc704\ud55c \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \uad6c\ucd95\ud558\uace0 \uc2e0\uacbd\ub9dd \ud559\uc2b5\uc744 \uc704\ud55c \ub370\uc774\ud130\uc14b\uc744 \ubc14\ub85c \uc81c\uc791\ud560 \uc218 \uc788\ub294 \ud234\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub05d\uc73c\ub85c, GeoAI\ub97c \uc774\uc6a9\ud574 \uc601\uc0c1\uc73c\ub85c\ubd80\ud130 \uac74\ubb3c\uc774\ub098 \ube44\ub2d0\ud558\uc6b0\uc2a4 \ub4f1\uacfc \uac19\uc740 \uac1d\uccb4 \uac80\ucd9c\uc758 \uc6a9\ub3c4\ub97c \uc0dd\uac01\ud574 \ubcf4\uba74.. \ub3d9\uc77c\ud55c \uc704\uce58\uc758 \uc11c\ub85c \ub2e4\ub978 \uc2dc\uac04\ub300\uc5d0 \ucd2c\uc601\ub41c \uc601\uc0c1\uc744 \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \uac74\ucd95\ubb3c\uc774 \uc0dd\uaca8 \ub09c \uac83\uc744 \ube60\ub974\uac8c \uac80\ucd9c\ud558\uace0, \uc774\ub7ec\ud55c \uc2dc\uacc4\uc5f4\uc801 \uac74\ucd95\ubb3c\uc758 \ubcc0\ud654 \ud0d0\uc9c0 \ud1b5\ud574 \ud5c8\uac00\ubc1b\uc9c0 \uc54a\uc740 \uac74\ucd95\ubb3c\uc744 \ud30c\uc545\ud558\ub294 \uc5c5\ubb34\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ud56d\uacf5\uc0ac\uc9c4\uc774\ub098 \ub4dc\ub860\uc601\uc0c1\uc5d0\uc11c \uac74\ubb3c\uacfc \ube44\ub2d0\ud558\uc6b0\uc2a4\ub97c \uc790\ub3d9\uc73c\ub85c \uac80\ucd9c\ud558\ub294 \uae30\ub2a5\uc5d0 \ub300\ud55c \uae00\uc785\ub2c8\ub2e4. \uc0ac\uac01\ud615 \uc601\uc5ed\uc758 \uac80\ucd9c(Detection)\uc774 \uc544\ub2cc \uac74\ubb3c\uc774\ub098 \ube44\ub2d0\ud558\uc6b0\uc2a4\uc758 \ud615\uc0c1\uc744 \uac80\ucd9c(Segmentation)\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. CNN\uc744 \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \ubaa8\ub378 \uc911 Mask R-CNN \uc2e0\uacbd\ub9dd\uc744 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\ud558\uc5ec \uc774\uc6a9 \ud588\uc2b5\ub2c8\ub2e4. \uc2e0\uacbd\ub9dd \ud559\uc2b5\uc744 \uc704\ud574 \uad6c\ucd95\ud55c \uac74\ubb3c\uacfc \ube44\ub2d0\ud558\uc6b0\uc2a4\uc758 \uac1c\uc218\ub294 \uc544\ub798\uc640 \uac19\uc2b5\ub2c8\ub2e4. &#8220;\uc0ac\ub78c&#8221;\uc5d0 \ub300\ud55c \uac80\ucd9c\uc744 \uc704\ud574 \uad6c\ucd95\ub41c ImageNet \ub4f1\uc758 \ub370\uc774\ud130 \uac2f\uc218\uac00 \uc218\ucc9c\ub9cc\uac1c\ub77c\ub294 \uac83\uacfc \ube44\uad50 \ud588\uc744\ub54c, \uc704\uc758 \uad6c\ucd95 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/www.gisdeveloper.co.kr\/?p=9107\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;GeoAI\ub97c \uc774\uc6a9\ud55c \ud56d\uacf5\uc0ac\uc9c4\uc5d0\uc11c \uac74\ubb3c\uacfc \ube44\ub2d0\ud558\uc6b0\uc2a4 \uc790\ub3d9 \uac80\ucd9c&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[132,1],"tags":[],"class_list":["post-9107","post","type-post","status-publish","format-standard","hentry","category-deep-machine-learning","category-uncategorized"],"_links":{"self":[{"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/9107","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9107"}],"version-history":[{"count":16,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/9107\/revisions"}],"predecessor-version":[{"id":9133,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=\/wp\/v2\/posts\/9107\/revisions\/9133"}],"wp:attachment":[{"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9107"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9107"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.gisdeveloper.co.kr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9107"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}