{"id":29481,"date":"2024-10-27T16:18:39","date_gmt":"2024-10-27T16:18:39","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29481"},"modified":"2024-11-26T06:52:28","modified_gmt":"2024-11-26T06:52:28","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ed%95%a9%ec%84%b1%ea%b3%b1%ec%b8%b5%ec%9d%98","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29481\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud569\uc131\uacf1\uce35\uc758 \uc694\uc18c \uc5f0\uc0b0 \ubc29\ubc95"},"content":{"rendered":"

<\/p>\n

\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ub3c4\uc6c0\uc744 \ubc1b\uc544 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uace0 \ud22c\uc790 \uacb0\uc815\uc744 \uc790\ub3d9\ud654\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc815\uc5d0\uc11c \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc740 \ud2b9\ud788 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc720\uc6a9\ud55c \ubaa8\ub378\ub85c \ubd80\uac01\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\ub294 \ub370 \uc788\uc5b4 \ud544\uc218\uc801\uc778 \ud569\uc131\uacf1\uce35\uc758 \uc694\uc18c \uc5f0\uc0b0 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc774\ud574<\/h2>\n

\uc804\ud1b5\uc801\uc778 \ud1b5\uacc4\uc801 \ubc29\ubc95 \ub300\uc2e0 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \uc608\uce21\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc774\uace0 \ub370\uc774\ud130 \ucc98\ub9ac \ud6a8\uc728\uc131\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uac1c\ub150<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0, \ud559\uc2b5\ud55c \ubaa8\ub378\uc744 \ubc14\ud0d5\uc73c\ub85c \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ud2b9\ud788 \uc2dc\uac04\uc758 \ud750\ub984\uc5d0 \ub530\ub978 \ud559\uc2b5\uacfc \uc608\uce21\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ud2b9\ud788 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n

1.2 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804<\/h3>\n

\ub525\ub7ec\ub2dd\uc740 \ub2e4\uce35 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\ub294 \uacfc\uc815\uc73c\ub85c, \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc131\uacfc\ub97c \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae08\uc735 \ub370\uc774\ud130\uc758 \uacbd\uc6b0, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n

2. \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc758 \uad6c\uc870<\/h2>\n

\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc740 \uc8fc\ub85c \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ucd5c\uc801\ud654\ub41c \uad6c\uc870\uc774\uc9c0\ub9cc, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0\ub3c4 \uc751\uc6a9 \uac00\ub2a5\ud569\ub2c8\ub2e4. CNN\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2.1 \ud569\uc131\uacf1 \uce35(Convolutional Layer)<\/h3>\n

\ud569\uc131\uacf1 \uce35\uc740 \uc785\ub825 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \ud544\ud130\ub97c \uc801\uc6a9\ud558\uc5ec \ud2b9\uc9d5 \ub9f5(feature map)\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774 \ud544\ud130\ub294 \ub370\uc774\ud130\uc758 \ud2b9\uc815 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n

2.2 \ud480\ub9c1 \uce35(Pooling Layer)<\/h3>\n

\ud480\ub9c1 \uce35\uc740 \ud2b9\uc9d5 \ub9f5\uc758 \ucc28\uc6d0\uc744 \ucd95\uc18c\ud558\uc5ec \uacc4\uc0b0\ub7c9\uc744 \uc904\uc774\uace0, \uc758\ubbf8 \uc788\ub294 \ud328\ud134\uc744 \uac15\ud654\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub9e5\uc2a4 \ud480\ub9c1(max pooling) \uae30\ubc95\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n

2.3 \uc644\uc804 \uc5f0\uacb0\uce35(Fully Connected Layer)<\/h3>\n

\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ucd9c\ub825\uce35\uacfc \uc5f0\uacb0\ub41c \uc644\uc804 \uc5f0\uacb0\uce35\uc5d0\uc11c\uc758 \uacc4\uc0b0\uc744 \ud1b5\ud574 \ucd5c\uc885 \uc608\uce21 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud569\ub2c8\ub2e4.<\/p>\n

3. \ud569\uc131\uacf1\uce35\uc758 \uc694\uc18c \uc5f0\uc0b0 \ubc29\ubc95<\/h2>\n

\ud569\uc131\uacf1\uce35\uc758 \ud575\uc2ec\uc740 \ud544\ud130\uc640 \uc785\ub825 \ub370\uc774\ud130\uc758 \uc694\uc18c \uc5f0\uc0b0\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ud569\uc131\uacf1 \uc5f0\uc0b0\uc758 \uae30\ubcf8\uc801\uc778 \uacfc\uc815\uc785\ub2c8\ub2e4:<\/p>\n

3.1 \ud544\ud130 \uc815\uc758<\/h3>\n
\nimport numpy as np\n\n# \uc608\uc2dc \ud544\ud130 \uc815\uc758 (3x3)\nfilter_mask = np.array([\n    [0, -1, 0],\n    [-1, 5, -1],\n    [0, -1, 0]\n])\n<\/code><\/pre>\n
3.2 \uc785\ub825 \ub370\uc774\ud130\uc640\uc758 \ud569\uc131\uacf1 \uc5f0\uc0b0<\/h3>\n
\uc785\ub825 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \ud544\ud130\ub97c \uc2ac\ub77c\uc774\ub529\ud558\uba70 \uc801\uc6a9\ud569\ub2c8\ub2e4. \uac01 \uc704\uce58\uc5d0\uc11c\uc758 \ud569\uc131\uacf1 \uc5f0\uc0b0 \uacb0\uacfc\ub294 \ud2b9\uc815 \uc704\uce58\uc758 \ucd9c\ub825\uac12\uc5d0 \ubc18\uc601\ub429\ub2c8\ub2e4.<\/p>\n
\ndef convolution2d(input_data, filter_mask):\n    h, w = input_data.shape\n    fh, fw = filter_mask.shape\n    out_h, out_w = h - fh + 1, w - fw + 1\n    output = np.zeros((out_h, out_w))\n    \n    for i in range(out_h):\n        for j in range(out_w):\n            output[i, j] = np.sum(input_data[i:i+fh, j:j+fw] * filter_mask)\n    \n    return output\n<\/code><\/pre>\n
3.3 \ud65c\uc131\ud654 \ud568\uc218<\/h3>\n
\ud569\uc131\uacf1 \uacb0\uacfc\uc5d0 \ud65c\uc131\ud654 \ud568\uc218\ub97c \uc801\uc6a9\ud558\uc5ec \ube44\uc120\ud615\uc131\uc744 \ubd80\uc5ec\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c ReLU(Rectified Linear Unit) \ud568\uc218\uac00 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
\ndef relu(x):\n    return np.maximum(0, x)\n<\/code><\/pre>\n
4. \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529<\/h2>\n
\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc740 \uac00\uaca9 \uc608\uce21, \ubcc0\ub3d9\uc131 \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 CNN\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uc608\uc2dc\uc785\ub2c8\ub2e4.<\/p>\n
4.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n
\uc8fc\uc2dd \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9 \ub4f1 \ub2e4\uc591\ud55c \uc815\ubcf4\ub97c \uc218\uc9d1\ud558\uace0 \uc774\ub97c \ubaa8\ub378\uc5d0 \uc801\ud569\ud55c \ud615\ud0dc\ub85c \uc804\ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n
4.2 \ubaa8\ub378 \uad6c\uc131<\/h3>\n
\nimport tensorflow as tf\nfrom tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense\nfrom tensorflow.keras.models import Sequential\n\nmodel = Sequential()\nmodel.add(Conv2D(32, (3, 3), activation='relu', input_shape=(height, width, channels)))\nmodel.add(MaxPooling2D(pool_size=(2, 2)))\nmodel.add(Flatten())\nmodel.add(Dense(128, activation='relu'))\nmodel.add(Dense(num_classes, activation='softmax'))\n<\/code><\/pre>\n
4.3 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n
\uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0b5\ub2c8\ub2e4. \uc190\uc2e4 \ud568\uc218\uc640 \ucd5c\uc801\ud654 \uc54c\uace0\ub9ac\uc998\uc744 \uc815\uc758\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
\nmodel.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])\nmodel.fit(train_data, train_labels, epochs=10, validation_data=(val_data, val_labels))\n<\/code><\/pre>\n
4.4 \uc131\ub2a5 \ud3c9\uac00 \ubc0f \ubc30\ud3ec<\/h3>\n
\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0 \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc5d0 \ubc30\ud3ec\ud569\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \ud1b5\ud574 \uc790\ub3d9 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uacb0\ub860<\/h2>\n
\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ud569\uc131\uacf1\uce35\uc758 \uc694\uc18c \uc5f0\uc0b0 \ubc29\ubc95\uc744 \uc62c\ubc14\ub974\uac8c \uc774\ud574\ud558\uace0 \uc801\uc6a9\ud568\uc73c\ub85c\uc368, \uc815\ud655\ub3c4 \ub192\uc740 \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2e4\uc81c \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud22c\uc790 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc720\ub9dd\ud55c \uc811\uadfc\ubc95\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \ubcf8 \uac15\uc88c\uc5d0\uc11c \ub2e4\ub8ec \ub0b4\uc6a9 \uc678\uc5d0\ub3c4 \ub354 \ub9ce\uc740 \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc744 \ud1b5\ud574 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uacc4\uc18d\ud574\uc11c \ubc1c\uc804\uc2dc\ud0a4\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \ud1b5\ud574 \ubbf8\ub798\uc758 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529\uc744 \uc774\uc5b4\uac00\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ub3c4\uc6c0\uc744 \ubc1b\uc544 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\uace0 \ud22c\uc790 \uacb0\uc815\uc744 \uc790\ub3d9\ud654\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uacfc\uc815\uc5d0\uc11c \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc740 \ud2b9\ud788 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc720\uc6a9\ud55c \ubaa8\ub378\ub85c \ubd80\uac01\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ud604\ud558\ub294 \ub370 \uc788\uc5b4 \ud544\uc218\uc801\uc778 \ud569\uc131\uacf1\uce35\uc758 \uc694\uc18c \uc5f0\uc0b0 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub2e4\ub8f0 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