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"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\n", + "image/png": "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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[51, '阮'], [71, '色'], [70, '编'], [96, '号'], [80, ':'], [82, 'A1-6369']]\n" + ] } ], "source": [ @@ -61,14 +96,29 @@ "import cv2\n", "import numpy as np\n", "from PIL import Image\n", + "from glob import glob\n", + "import pytesseract\n", "\n", - "# mport cv2.cv as cv\n", - "img = cv2.imread('./images/29.png')\n", + "def text_recognition(img):\n", + " conf = '-l chi_sim --oem 3 --psm 7 -c load_system_dawg=0 -c load_freq_dawg=0'\n", + " df = pytesseract.image_to_data(img, output_type=pytesseract.Output.DATAFRAME, config=conf)\n", + " df = df[df.conf>0][['conf', 'text']]\n", + " return df.to_dict('split').get('data')\n", + " \n", + "\n", + "# import cv2.cv as cv\n", + "# /Users/liuliangjun/Downloads/test6.png\n", + "# ./images/test5.png\n", + "img = cv2.imread('./images/test5.png') # test4 test1 test5\n", + "img = cv2.resize(img, (213, 32))\n", "GrayImage = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n", - "display(Image.fromarray(GrayImage))\n", - "ret, thresh1 = cv2.threshold(GrayImage, 110, 255, cv2.THRESH_BINARY)\n", - "display(Image.fromarray(thresh1))\n", + "\n", + "# 二值化 \n", + "# 模式 THRESH_BINARY THRESH_TRUNC THRESH_TOZERO\n", + "ret, thresh1 = cv2.threshold(GrayImage, 150, 255, cv2.THRESH_BINARY) \n", "# ret,thresh2=cv2.threshold(GrayImage,130,255,cv2.THRESH_BINARY_INV)\n", + "\n", + "# 定义卷积核\n", "kernel = np.uint8(np.zeros((3, 3)))\n", "kernel[1][1] = 1\n", "kernel[0][1] = 1\n", @@ -80,26 +130,78 @@ "# kernel[x, 2] = 1\n", "# kernel[2, x] = 1\n", "print(kernel)\n", + "\n", + "# 原图\n", + "display(Image.fromarray(GrayImage))\n", + "print(text_recognition(GrayImage))\n", + "\n", + "# 二值化\n", + "display(Image.fromarray(thresh1))\n", + "print(text_recognition(thresh1))\n", + "\n", "# 腐蚀图像\n", "eroded = cv2.erode(thresh1, kernel)\n", "display(Image.fromarray(eroded))\n", - "\n", - "# display(Image.fromarray(255 - eroded))\n", + "print(text_recognition(eroded))\n", "\n", "# 膨胀图像\n", "dilated = cv2.dilate(eroded, kernel)\n", + "display(Image.fromarray(dilated))\n", + "print(text_recognition(dilated))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ "\n", - "display(Image.fromarray(dilated))\n" + "#### 结论: 识别结果的正确与否 非常依赖二值化的时候设置的阈值,很难具有普遍适用性\n", + "#### tesseract 对图像噪音也有不错的适应性\n", + "\n", + "#### 图片大小对识别结果也有影响 图片太大会影响质量 建议缩小为高为32的" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 49, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "./images/13.png\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[95, '颜'], [96, '色'], [88, '缉'], [93, '号'], [92, ':'], [92, 'A1-6369']]\n" + ] + } + ], "source": [ - "from glob import glob\n", - "import pytesseract\n", "\n", "paths = glob('./images/*_.png')\n", "\n", @@ -125,14 +227,136 @@ " display(img.convert('RGB'))\n", " return img\n", "\n", - "# for p in paths:\n", - "# image = process_img(p)\n", - "# print(p)\n", - "# text = pytesseract.image_to_data(image, output_type=pytesseract.Output.DATAFRAME, config='-l eng --oem 3 --psm 7 -c load_system_dawg=0 -c load_freq_dawg=0')\n", + "for p in paths:\n", + " p = './images/13.png'\n", + " print(p)\n", + " image = process_img(p)\n", + " df = pytesseract.image_to_data(image, output_type=pytesseract.Output.DATAFRAME, config='-l chi_sim --oem 3 --psm 7 -c load_system_dawg=0 -c load_freq_dawg=0')\n", + "\n", + " df = df[df.conf>0][['conf', 'text']]\n", + " print(df.to_dict('split').get('data'))\n", + " break" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. 图片水平矫正方法一 (图像旋转方式矫正)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-2.7927021980285645\n" + ] + }, + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[95, '颜'], [96, '色'], [84, '编'], [93, '号'], [92, ':'], [90, 'A1-6369']]\n" + ] + } + ], + "source": [ + "# 图片旋转\n", + "import math\n", + "def rotate_bound(image, angle):\n", + " # angle 处理\n", + " if angle < -60:\n", + " angle = np.abs(angle) - 90\n", + " elif angle > 60:\n", + " angle = 90 - angle\n", + " \n", + " #获取宽高\n", + " (h, w) = image.shape[:2]\n", + " (cX, cY) = (w // 2, h // 2)\n", + " \n", + " # 提取旋转矩阵 sin cos \n", + " M = cv2.getRotationMatrix2D((cX, cY), -angle, 1.0)\n", + " cos = np.abs(M[0, 0])\n", + " sin = np.abs(M[0, 1])\n", + " \n", + " # 计算图像的新边界尺寸\n", + " nW = int((h * sin) + (w * cos))\n", + " nH = h\n", + " \n", + " # 调整旋转矩阵\n", + " M[0, 2] += (nW / 2) - cX\n", + " M[1, 2] += (nH / 2) - cY\n", + " \n", + " return cv2.warpAffine(image, M, (nW, nH),flags=cv2.INTER_CUBIC, borderMode=cv2.BORDER_REPLICATE)\n", + "\n", + "\n", + "# 获取图片旋转角度\n", + "def get_minAreaRect(image):\n", + " gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)\n", + " gray = cv2.bitwise_not(gray)\n", + " thresh = cv2.threshold(gray, 127, 255,\n", + " cv2.THRESH_BINARY | cv2.THRESH_OTSU)[1]\n", + " coords = np.column_stack(np.where(thresh > 0))\n", + " return cv2.minAreaRect(coords)[-1]\n", + " \n", + "image_path = './images/test4.png' \n", + "image = cv2.imread(image_path)\n", + "angle = get_minAreaRect(image)\n", + "rotated = rotate_bound(image, angle)\n", "\n", - "# print(type(text))" + "print(angle)\n", + "display(Image.fromarray(image))\n", + "print(text_recognition(image))\n", + "display(Image.fromarray(rotated))\n", + "print(text_recognition(rotated))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### 文本水平矫正后,有效提高识别率" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -144,6 +368,13 @@ "?Image.fromarray" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. 直线检测 抹去干扰线" + ] + }, { "cell_type": "code", "execution_count": 8, @@ -274,12 +505,86 @@ " print(df[df.conf>0][['conf', 'text']])" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 去除印章" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 98, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#去除印章\n", + "import cv2\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "\n", + "image0=cv2.imread(\"/Users/liuliangjun/Downloads/test17.jpg\",cv2.IMREAD_COLOR) # 以BGR色彩读取图片\n", + "image = cv2.resize(image0,None,fx=0.5,fy=0.5,\n", + " interpolation=cv2.INTER_CUBIC) # 缩小图片0.5倍(图片太大了)\n", + "cols,rows,_=image.shape # 获取图片高宽\n", + "B_channel,G_channel,R_channel=cv2.split(image) # 注意cv2.split()返回通道顺序\n", + "\n", + "display(Image.fromarray(B_channel))\n", + "display(Image.fromarray(G_channel))\n", + "display(Image.fromarray(R_channel))" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "213.33333333333334" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "560 / (84/32)" + ] }, { "cell_type": "code",