{"id":40027,"date":"2024-11-02T10:20:48","date_gmt":"2024-11-02T10:20:48","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=40027"},"modified":"2024-11-26T06:40:18","modified_gmt":"2024-11-26T06:40:18","slug":"%ec%9d%b8%ea%b3%b5%ec%a7%80%eb%8a%a5-%ed%99%9c%ec%9a%a9-tensorflow%ec%99%80-yolo%eb%a1%9c-%ea%b0%9d%ec%b2%b4-%ea%b2%80%ec%b6%9c%ed%95%98%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/40027\/","title":{"rendered":"\uc778\uacf5\uc9c0\ub2a5 \ud65c\uc6a9, TensorFlow\uc640 YOLO\ub85c \uac1d\uccb4 \uac80\ucd9c\ud558\uae30"},"content":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uc740 \uc9c0\ub09c \uba87 \ub144\uac04 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uc774\ub04c\uc5b4\uc654\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\ub294 \ud2b9\ud788 \ub450\ub4dc\ub7ec\uc9c4 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, \uc774\ub294 \uc8fc\ub85c \uc778\uacf5\uc9c0\ub2a5 \uc54c\uace0\ub9ac\uc998\uc758 \ubc1c\uc804\uacfc \ub9ce\uc740 \ub370\uc774\ud130\uc758 \uac00\uc6a9\uc131 \ub355\ubd84\uc785\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uc778\uacf5\uc9c0\ub2a5\uc744 \ud65c\uc6a9\ud558\uc5ec <strong>TensorFlow<\/strong>\uc640 <strong>YOLO(You Only Look Once)<\/strong>\ub97c \ud1b5\ud574 \uac1d\uccb4\ub97c \uac80\ucd9c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc778\uacf5\uc9c0\ub2a5\uacfc \uac1d\uccb4 \uac80\ucd9c\uc758 \uc758\ubbf8<\/h2>\n<p>\uac1d\uccb4 \uac80\ucd9c(Object Detection)\uc740 \uc774\ubbf8\uc9c0\ub098 \ube44\ub514\uc624\uc5d0\uc11c \ud2b9\uc815 \uac1d\uccb4\ub97c \ucc3e\uc544\ub0b4\uace0, \uadf8 \uac1d\uccb4\uc758 \uc704\uce58\ub97c \uad6c\uccb4\uc801\uc778 \uacbd\uacc4 \uc0c1\uc790\ub85c \ub098\ud0c0\ub0b4\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \uc790\uc728\uc8fc\ud589\ucc28, \uc5bc\uad74 \uc778\uc2dd \uc2dc\uc2a4\ud15c, \ubcf4\uc548 \uac10\uc2dc, \uc758\ub8cc \uc774\ubbf8\uc9c0 \ubd84\uc11d \ub4f1 \ubc94\uc704\uac00 \ub113\uc73c\uba70, \uadf8 \uc801\uc6a9 \uac00\ub2a5\uc131\uc740 \uc9c0\uc18d\uc801\uc73c\ub85c \ud655\uc7a5\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. TensorFlow\ub780?<\/h2>\n<p>TensorFlow\ub294 \uad6c\uae00\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508\uc18c\uc2a4 \uba38\uc2e0\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uc8fc\ub85c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ud6c8\ub828\uc2dc\ud0a4\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. TensorFlow\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc131\ub2a5\uc744 \uc790\ub791\ud558\uba70, \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc5d0 \ubc30\ud3ec\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. TensorFlow\uc758 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub370\uc774\ud130 \ud50c\ub85c\uc6b0 \uadf8\ub798\ud504(Data Flow Graph):<\/strong> \uc5f0\uc0b0\uc744 \ub178\ub4dc\ub85c, \ub370\uc774\ud130 \ud750\ub984\uc744 \uc5e3\uc9c0\ub85c \ub098\ud0c0\ub0b4\ub294 \uad6c\uc870<\/li>\n<li><strong>\ud150\uc11c(tensor):<\/strong> \ub2e4\ucc28\uc6d0 \ubc30\uc5f4, \uc785\ub825 \ub370\uc774\ud130\ub97c \ud45c\ud604<\/li>\n<li><strong>\uc138\uc158(session):<\/strong> \uadf8\ub798\ud504\uc758 \uc2e4\ud589\uc744 \uc704\ud55c \ucee8\ud14d\uc2a4\ud2b8<\/li>\n<\/ul>\n<h2>3. YOLO(You Only Look Once)\ub780?<\/h2>\n<p>YOLO\ub294 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \uac80\ucd9c \uc54c\uace0\ub9ac\uc998\uc73c\ub85c, \uc774\ubbf8\uc9c0\ub97c \ud55c \ubc88\ub9cc \ucc98\ub9ac\ud558\uc5ec \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 \uac80\ucd9c\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. YOLO\ub294 \uc18d\ub3c4\uc640 \uc815\ud655\ub3c4\uc758 \uc870\ud654\ub97c \uc774\ub8e8\ub294 \uc810\uc5d0\uc11c \ub9ce\uc740 \uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c \uc778\uae30\ub97c \uc5bb\uace0 \uc788\uc2b5\ub2c8\ub2e4. YOLO\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc804\ud1b5\uc801\uc778 \uac1d\uccb4 \uac80\ucd9c \ubc29\ubc95\ubcf4\ub2e4 \uc2e0\uc18d\ud568<\/li>\n<li>\uac1d\uccb4\uc758 \uace0\uc720\ud55c \ud074\ub798\uc2a4\uc640 \uc704\uce58\ub97c \ub3d9\uc2dc\uc5d0 \uc608\uce21<\/li>\n<li>\uc5ec\ub7ec \uac1d\uccb4\ub97c \ud55c \ubc88\uc5d0 \ucc98\ub9ac \uac00\ub2a5<\/li>\n<\/ul>\n<h2>4. TensorFlow\uc640 YOLO \ud1b5\ud569\ud558\uae30<\/h2>\n<p>TensorFlow\uc640 YOLO\ub97c \ud568\uaed8 \uc0ac\uc6a9\ud558\uba74 \ub9e4\uc6b0 \uac15\ub825\ud55c \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. YOLO\uc758 \ub2e4\uc591\ud55c \ubc84\uc804(\uc608: YOLOv3, YOLOv4, YOLOv5) \uc911 \ud558\ub098\ub97c \uc120\ud0dd\ud558\uc5ec TensorFlow\uc5d0 \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc2e0\uc18d\ud558\uace0 \uc815\ud655\ud55c \uac80\ucd9c\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>5. TensorFlow YOLO \ubaa8\ub378 \uad6c\ucd95\ud558\uae30<\/h2>\n<p>TensorFlow\uc5d0\uc11c YOLO \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub824\uba74 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub974\uc2ed\uc2dc\uc624:<\/p>\n<ol>\n<li><strong>\ud658\uacbd \uc124\uc815:<\/strong> TensorFlow\uc640 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud569\ub2c8\ub2e4. \ud544\uc694\ud55c \ud328\ud0a4\uc9c0\ub294 NumPy, OpenCV, Matplotlib \ub4f1\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130\uc14b \uc900\ube44:<\/strong> \uac1d\uccb4 \uac80\ucd9c\uc744 \uc704\ud55c \uacf5\uac1c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 COCO, PASCAL VOC Dataset\uacfc \uac19\uc740 \ub370\uc774\ud130\uc14b\uc774 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud6c8\ub828:<\/strong> YOLO \ubaa8\ub378\uc5d0 \ub300\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc124\uc815\ud558\uace0, \uc120\ud0dd\ud55c \ub370\uc774\ud130\uc14b\uc73c\ub85c \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud3c9\uac00:<\/strong> \ud6c8\ub828\ub41c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ub2e4\uc591\ud55c \uba54\ud2b8\ub9ad(\uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728 \ub4f1)\uc73c\ub85c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc608\uce21 \uc218\ud589:<\/strong> \uc0c8\ub85c\uc6b4 \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \uac1d\uccb4 \uac80\ucd9c \uacb0\uacfc\ub97c \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>6. \uacf5\uac1c \ub370\uc774\ud130\uc14b<\/h2>\n<p>\uac1d\uccb4 \uac80\ucd9c\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub300\ud45c\uc801\uc778 \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>COCO Dataset:<\/strong> \ub2e4\uc591\ud55c \uac1d\uccb4\uac00 \ud3ec\ud568\ub41c \uc774\ubbf8\uc9c0\ub85c, 80\uac1c \ud074\ub798\uc2a4\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. [COCO Dataset](http:\/\/cocodataset.org\/)<\/li>\n<li><strong>PASCAL VOC:<\/strong> 20\uac1c \uac1d\uccb4 \ud074\ub798\uc2a4\ub97c \ud3ec\ud568\ud558\uba70, \uac1d\uccb4 \uac80\ucd9c\uc758 \ud45c\uc900 \ub370\uc774\ud130\uc14b \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. [PASCAL VOC](http:\/\/host.robots.ox.ac.uk\/pascal\/VOC\/)<\/li>\n<li><strong>Open Images Dataset:<\/strong> Google\uc774 \uc81c\uacf5\ud558\ub294 \ub300\uaddc\ubaa8 \uac1d\uccb4 \uac80\ucd9c \ub370\uc774\ud130\uc14b\uc73c\ub85c, 600\uac1c \uc774\uc0c1\uc758 \uac1d\uccb4 \ud074\ub798\uc2a4\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. [Open Images](https:\/\/storage.googleapis.com\/openimages\/web\/index.html)<\/li>\n<\/ul>\n<h2>7. TensorFlow YOLO \ud29c\ud1a0\ub9ac\uc5bc<\/h2>\n<p>YOLO \ubaa8\ub378\uc744 TensorFlow\uc5d0\uc11c \uad6c\ud604\ud558\uae30 \uc704\ud55c \ud29c\ud1a0\ub9ac\uc5bc\uc744 \uc81c\uacf5\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc740 \uae30\ucd08\uc801\uc778 \ud658\uacbd \uc124\uc815\ubd80\ud130 \ubaa8\ub378 \ud6c8\ub828\uae4c\uc9c0\uc758 \ud750\ub984\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<h3>7.1 \ud658\uacbd \uc124\uc815<\/h3>\n<pre><code>!pip install tensorflow opencv-python numpy matplotlib<\/code><\/pre>\n<h3>7.2 \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc<\/h3>\n<pre><code>!wget http:\/\/images.cocodataset.org\/zips\/train2017.zip\n!unzip train2017.zip\n<\/code><\/pre>\n<h3>7.3 \ubaa8\ub378 \uad6c\ucd95<\/h3>\n<pre><code>import tensorflow as tf\n\n# YOLO \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98 \uc815\uc758\nclass YOLOModel(tf.keras.Model):\n    # \ubaa8\ub378 \ucd08\uae30\ud654\n    def __init__(self):\n        super(YOLOModel, self).__init__()\n        # \ub808\uc774\uc5b4 \ucd94\uac00...\n\n    # \ubaa8\ub378 \ud638\ucd9c\n    def call(self, inputs):\n        # \uc608\uce21 \ucf54\ub4dc...\n        return outputs\n<\/code><\/pre>\n<h3>7.4 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n<pre><code>model = YOLOModel()\n\n# \uc120\ud0dd\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ubc0f \uc635\ud2f0\ub9c8\uc774\uc800 \uc124\uc815\nmodel.compile(optimizer='adam', loss='yolo_loss_function')\n\n# \ubaa8\ub378 \ud6c8\ub828\nmodel.fit(training_data, epochs=50)\n<\/code><\/pre>\n<h3>7.5 \ubaa8\ub378 \ud3c9\uac00 \ubc0f \uc608\uce21<\/h3>\n<pre><code># \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00\nmodel.evaluate(test_data)\n\n# \uc0c8\ub85c\uc6b4 \uc774\ubbf8\uc9c0\ub85c \uc608\uce21 \uc218\ud589\npredictions = model.predict(new_image)\n<\/code><\/pre>\n<h2>8. \ub9c8\ubb34\ub9ac<\/h2>\n<p>\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 TensorFlow\uc640 YOLO\ub97c \ud65c\uc6a9\ud574 \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc740 \uc810\uc810 \ub354 \ub9ce\uc740 \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uc774\ub294 \ud5a5\ud6c4 \ub354\uc6b1 \ubc1c\uc804\ud560 \uac00\ub2a5\uc131\uc774 \ub192\uc2b5\ub2c8\ub2e4. TensorFlow\uc640 YOLO\ub97c \ud65c\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc744 \uac1c\ubc1c\ud574 \ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<h2>9. \ucd94\uac00 \uc790\ub8cc \ubc0f \ucc38\uace0 \ub9c1\ud06c<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.tensorflow.org\/\">TensorFlow \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8<\/a><\/li>\n<li><a href=\"https:\/\/pjreddie.com\/darknet\/yolo\/\">YOLO \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/AlexeyAB\/darknet\">YOLO GitHub Repository<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uc740 \uc9c0\ub09c \uba87 \ub144\uac04 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uc774\ub04c\uc5b4\uc654\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\ub294 \ud2b9\ud788 \ub450\ub4dc\ub7ec\uc9c4 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, \uc774\ub294 \uc8fc\ub85c \uc778\uacf5\uc9c0\ub2a5 \uc54c\uace0\ub9ac\uc998\uc758 \ubc1c\uc804\uacfc \ub9ce\uc740 \ub370\uc774\ud130\uc758 \uac00\uc6a9\uc131 \ub355\ubd84\uc785\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uc778\uacf5\uc9c0\ub2a5\uc744 \ud65c\uc6a9\ud558\uc5ec TensorFlow\uc640 YOLO(You Only Look Once)\ub97c \ud1b5\ud574 \uac1d\uccb4\ub97c \uac80\ucd9c\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc778\uacf5\uc9c0\ub2a5\uacfc \uac1d\uccb4 \uac80\ucd9c\uc758 \uc758\ubbf8 \uac1d\uccb4 \uac80\ucd9c(Object Detection)\uc740 \uc774\ubbf8\uc9c0\ub098 \ube44\ub514\uc624\uc5d0\uc11c \ud2b9\uc815 \uac1d\uccb4\ub97c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/40027\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uc778\uacf5\uc9c0\ub2a5 \ud65c\uc6a9, TensorFlow\uc640 YOLO\ub85c \uac1d\uccb4 \uac80\ucd9c\ud558\uae30&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[205],"tags":[],"class_list":["post-40027","post","type-post","status-publish","format-standard","hentry","category-205"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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