add jp_ocr.py
Browse files
jp_ocr.py
ADDED
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| 1 |
+
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| 2 |
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| 3 |
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# see huggingface/rwkv5-jp-trimvd_new/PaddleOCR_ali1k_det_rec_300epoch_standalone/requirements.txt
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| 4 |
+
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| 5 |
+
# 第一次 aliocr 识别中文 main.py
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| 6 |
+
# 第二次用 ppocr 识别日文 jp_ocr.py
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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if __name__ == '__main__':
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| 11 |
+
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| 12 |
+
import glob
|
| 13 |
+
from pathlib import Path
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| 14 |
+
pth_jsons = glob.glob('pdfs/jp/李致雨N3词汇详解/*.json', recursive=True)
|
| 15 |
+
pth_zh_jsons = [ str( Path(pth).resolve() ) for pth in pth_jsons if '_jp' not in pth ]
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| 16 |
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| 17 |
+
pass
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
+
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| 26 |
+
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| 27 |
+
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| 28 |
+
# ocr_one_pdf('pdfs/jp/高木直子学日语文法不要想太多/高木直子学日语文法不要想太多.pdf')
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| 29 |
+
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| 30 |
+
# ocr_one_pdf('pdfs/jp/刘炳善英汉双解莎士比亚大词典续编/刘炳善英汉双解莎士比亚大词典续编.pdf')
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| 31 |
+
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| 32 |
+
# ocr_one_pdf('pdfs/en/TIME单挑1000/TIME单挑1000.pdf')
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| 33 |
+
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| 34 |
+
# ocr_one_pdf('pdfs/en/TIME片挑200/TIME片挑200.pdf')
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| 35 |
+
|
| 36 |
+
# ocr_one_pdf('pdfs/jp/徐一平日本语句型辞典/徐一平日本语句型辞典.pdf')
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| 37 |
+
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| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 42 |
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| 43 |
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| 44 |
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| 45 |
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| 46 |
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| 47 |
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| 48 |
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| 49 |
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| 50 |
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| 51 |
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| 52 |
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| 53 |
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# pip install pypdf==5.0.0
|
| 54 |
+
# https://github.com/py-pdf/pypdf
|
| 55 |
+
# # https://github.com/freddyaboulton/gradio-pdf
|
| 56 |
+
# gradio_pdf==0.0.15
|
| 57 |
+
|
| 58 |
+
# aliocr first then autuo pdf trim
|
| 59 |
+
# see huggingface/project/zh_jp_auto_selection.py
|
| 60 |
+
# see huggingface/rwkv5-jp-trimvd/config.py
|
| 61 |
+
# see huggingface/rwkv5-jp-trimvd/appv4.py # aliocr first then autuo pdf trim
|
| 62 |
+
# see huggingface/PPOCRLabel use this to correct ocr result
|
| 63 |
+
|
| 64 |
+
from config import alicr_config
|
| 65 |
+
|
| 66 |
+
def ali_ocr(img_data, config):
|
| 67 |
+
|
| 68 |
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# https://market.aliyun.com/apimarket/detail/cmapi028554#sku=yuncode22554000016
|
| 69 |
+
|
| 70 |
+
import requests
|
| 71 |
+
import json
|
| 72 |
+
|
| 73 |
+
api = config['api']
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| 74 |
+
app_code = config['app_code']
|
| 75 |
+
appSecret = config['appSecret']
|
| 76 |
+
try:
|
| 77 |
+
# 设置请求头
|
| 78 |
+
headers = {
|
| 79 |
+
"Authorization": f"APPCODE {app_code}",
|
| 80 |
+
"Content-Type": "application/json;charset=UTF-8"
|
| 81 |
+
}
|
| 82 |
+
|
| 83 |
+
# 设置请求体
|
| 84 |
+
payload = json.dumps({
|
| 85 |
+
"img": img_data,
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| 86 |
+
"prob": True,
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| 87 |
+
"charInfo": True,
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| 88 |
+
"table": True,
|
| 89 |
+
"sortPage": True,
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| 90 |
+
"NeedRotate": True
|
| 91 |
+
})
|
| 92 |
+
|
| 93 |
+
# 发送POST请求
|
| 94 |
+
response = requests.post(api, headers=headers, data=payload, timeout=120)
|
| 95 |
+
|
| 96 |
+
# 检查响应状态
|
| 97 |
+
if response.status_code != 200:
|
| 98 |
+
return None, {"error_code": response.status_code, "error_msg": response.text}
|
| 99 |
+
|
| 100 |
+
# 解析返回结果
|
| 101 |
+
try:
|
| 102 |
+
ali_result = response.json()
|
| 103 |
+
except Exception as ex:
|
| 104 |
+
print("#####ERROR: aliyun ocr parse error.")
|
| 105 |
+
print(ex)
|
| 106 |
+
print("Response Text:", response.text)
|
| 107 |
+
return None, {"error_code": "JSON_PARSE_ERROR", "error_msg": str(ex)}
|
| 108 |
+
|
| 109 |
+
return ali_result, None
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| 110 |
+
|
| 111 |
+
except requests.RequestException as error:
|
| 112 |
+
print('#####ERROR: aliyun ocr fail.')
|
| 113 |
+
print(error)
|
| 114 |
+
return None, {"error_code": "REQUEST_ERROR", "error_msg": str(error)}
|
| 115 |
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| 116 |
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|
| 117 |
+
def ocr_one_img():
|
| 118 |
+
import numpy as np
|
| 119 |
+
import cv2, base64
|
| 120 |
+
np_array = np.fromfile('data/no_think_more.png', dtype=np.uint8)
|
| 121 |
+
img = cv2.imdecode(np_array, -1)
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| 122 |
+
# bytes = img.tobytes() # 转字节数组 # 或者使用img.tostring(),两者是等价的
|
| 123 |
+
# 注意了:得到的bytes数据并不等价于open(file,"rb")数据
|
| 124 |
+
|
| 125 |
+
if len(img.shape) != 3: # 转彩图
|
| 126 |
+
img_color = cv2.cvtColor(img, cv2.COLOR_GRAY2BGR)
|
| 127 |
+
img = cv2.cvtColor(img, cv2.COLOR_GRAY2BGR) # DBNet 原版只能处理彩图,这里转一下
|
| 128 |
+
|
| 129 |
+
else:
|
| 130 |
+
img_color = img.copy()
|
| 131 |
+
|
| 132 |
+
# 把img 对象编码为jpg 格式
|
| 133 |
+
success, encoded_image = cv2.imencode(".jpg", img)
|
| 134 |
+
# 将数组转为bytes
|
| 135 |
+
img_bts = encoded_image.tobytes() # 等价于tostring()
|
| 136 |
+
img_b64_str = base64.b64encode(img_bts).decode('utf-8')
|
| 137 |
+
|
| 138 |
+
jsn, error = ali_ocr(img_b64_str, alicr_config)
|
| 139 |
+
|
| 140 |
+
wordsInfo = jsn['prism_wordsInfo']
|
| 141 |
+
for j in range(len(wordsInfo)):
|
| 142 |
+
jo = wordsInfo[j]
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| 143 |
+
word = jo["word"]
|
| 144 |
+
|
| 145 |
+
# prism-wordsInfo 里的 angle 文字块的角度,这个角度只影响width和height,当角度为-90、90、-270、270,width和height的值需要自行互换
|
| 146 |
+
angle = jo['angle']
|
| 147 |
+
|
| 148 |
+
word_x = jo['x']
|
| 149 |
+
word_y = jo['y']
|
| 150 |
+
word_width = jo['width']
|
| 151 |
+
word_height = jo['height']
|
| 152 |
+
|
| 153 |
+
if abs(angle) == 90 or abs(angle) == 270:
|
| 154 |
+
word_width = jo['height']
|
| 155 |
+
word_height = jo['width']
|
| 156 |
+
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| 157 |
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pos = jo['pos']
|
| 158 |
+
|
| 159 |
+
# 四个角的位置 左上、右上、右下、左下 顺时针方向
|
| 160 |
+
lu = [pos[0]['x'], pos[0]['y']]
|
| 161 |
+
ru = [pos[1]['x'], pos[1]['y']]
|
| 162 |
+
rd = [pos[2]['x'], pos[2]['y']]
|
| 163 |
+
ld = [pos[3]['x'], pos[3]['y']]
|
| 164 |
+
|
| 165 |
+
x1 = min( pos[0]['x'], pos[3]['x'] ) # 当前行的极左
|
| 166 |
+
x2 = max( pos[1]['x'], pos[2]['x'] ) # 当前行的极右
|
| 167 |
+
|
| 168 |
+
y1 = min( pos[0]['y'], pos[1]['y'] ) # 当前行的极上
|
| 169 |
+
y2 = max( pos[2]['y'], pos[3]['y'] ) # 当前行的极下
|
| 170 |
+
|
| 171 |
+
# img_color = cv2.rectangle(img_color, (x1, y1), (x2, y2), (0, 255, 0), 2) # 矩形的左上角, 矩形的右下角
|
| 172 |
+
img_color = cv2.rectangle(img_color, (lu[0], lu[1]), (rd[0], rd[1]), (0, 255, 0), 2) # 矩形的左上角, 矩形的右下角
|
| 173 |
+
|
| 174 |
+
# cv2.imshow("green", img_color)
|
| 175 |
+
# cv2.waitKey(0)
|
| 176 |
+
|
| 177 |
+
cv2.imwrite('./tmp.jpg', img_color)
|
| 178 |
+
|
| 179 |
+
if error:
|
| 180 |
+
print("Error occurred:", error)
|
| 181 |
+
else:
|
| 182 |
+
print("Result:", jsn)
|
| 183 |
+
# ocr_one_img()
|
| 184 |
+
|
| 185 |
+
def ocr_one_pdf(pth_pdf):
|
| 186 |
+
"""
|
| 187 |
+
see huggingface/PPOCRLabel use this to correct ocr result
|
| 188 |
+
"""
|
| 189 |
+
import cv2
|
| 190 |
+
import numpy as np
|
| 191 |
+
import base64
|
| 192 |
+
import hashlib
|
| 193 |
+
from pathlib import Path
|
| 194 |
+
import os
|
| 195 |
+
import json
|
| 196 |
+
|
| 197 |
+
base = Path(pth_pdf).stem
|
| 198 |
+
dir = os.path.dirname(pth_pdf)
|
| 199 |
+
|
| 200 |
+
|
| 201 |
+
def get_page_image(reader, page_num):
|
| 202 |
+
page_num = int(page_num)
|
| 203 |
+
page = reader.pages[page_num - 1]
|
| 204 |
+
text = page.extract_text()
|
| 205 |
+
for idx, image_file_object in enumerate(page.images):
|
| 206 |
+
img_bytes = image_file_object.data
|
| 207 |
+
img_buffer_numpy = np.frombuffer(img_bytes, dtype=np.uint8) # 将图片字节码 bytes 转换成一维的 numpy 数组到缓存中
|
| 208 |
+
ocr_frame = cv2.imdecode(img_buffer_numpy, 1) # 从指定的内存缓存中读取一维 numpy 数据,并把数据转换(解码)成图像矩阵格式
|
| 209 |
+
ocr_frame = cv2.cvtColor(ocr_frame, cv2.COLOR_BGR2RGB)
|
| 210 |
+
# cv2.imshow('test', self.ocr_frame)
|
| 211 |
+
# cv2.waitKey(0)
|
| 212 |
+
break
|
| 213 |
+
return ocr_frame
|
| 214 |
+
|
| 215 |
+
def md5_file(fname):
|
| 216 |
+
hash_md5 = hashlib.md5()
|
| 217 |
+
with open(fname, "rb") as f:
|
| 218 |
+
for chunk in iter(lambda: f.read(4096), b""):
|
| 219 |
+
hash_md5.update(chunk)
|
| 220 |
+
return hash_md5.hexdigest()
|
| 221 |
+
|
| 222 |
+
def md5_bytes(bts):
|
| 223 |
+
hash_md5 = hashlib.md5()
|
| 224 |
+
chunk_size = 4096
|
| 225 |
+
for i in range(0, len(bts), chunk_size):
|
| 226 |
+
chunk = bts[i:i+chunk_size]
|
| 227 |
+
hash_md5.update(chunk)
|
| 228 |
+
return hash_md5.hexdigest()
|
| 229 |
+
|
| 230 |
+
def jsonparse(s):
|
| 231 |
+
return json.loads(s, strict=False )
|
| 232 |
+
|
| 233 |
+
def jsonstring(d):
|
| 234 |
+
return json.dumps(d, ensure_ascii=False)
|
| 235 |
+
|
| 236 |
+
from pypdf import PdfReader
|
| 237 |
+
reader = PdfReader(pth_pdf)
|
| 238 |
+
number_of_pages = len(reader.pages)
|
| 239 |
+
|
| 240 |
+
# see huggingface/PPOCRLabel/PPOCRLabel.py for image notation
|
| 241 |
+
name_pp_label = 'Label.txt'
|
| 242 |
+
pth_pp_label = os.path.join(dir, name_pp_label)
|
| 243 |
+
pp_label_text = ''
|
| 244 |
+
# real/0010.jpg [{"transcription": "待识别", "points": [[137, 77], [740, 77], [740, 165], [137, 165]], "difficult": false}]
|
| 245 |
+
# points 是框选的矩形四个角坐标: 左上 右上 右下 左下
|
| 246 |
+
name_pp_state = 'fileState.txt'
|
| 247 |
+
pth_pp_state = os.path.join(dir, name_pp_state)
|
| 248 |
+
pp_state_text = ''
|
| 249 |
+
# E:\huggingface\pdf_ocr\pdfs\jp\高木直子学日语文法不要想太多\0010.jpg 1
|
| 250 |
+
# 只能在 windows 平台用绝对路径
|
| 251 |
+
|
| 252 |
+
|
| 253 |
+
for nth_page in range(1, number_of_pages+1):
|
| 254 |
+
|
| 255 |
+
if nth_page > 1000:
|
| 256 |
+
break
|
| 257 |
+
|
| 258 |
+
img_color = get_page_image(reader, nth_page)
|
| 259 |
+
cv2.imwrite('./tmp.jpg', cv2.cvtColor(img_color, cv2.COLOR_RGB2BGR))
|
| 260 |
+
|
| 261 |
+
# 把img 对象编码为jpg 格式
|
| 262 |
+
success, encoded_image = cv2.imencode(".jpg", cv2.cvtColor(img_color, cv2.COLOR_RGB2BGR))
|
| 263 |
+
# 将数组转为bytes
|
| 264 |
+
img_bts = encoded_image.tobytes() # 等价于tostring()
|
| 265 |
+
|
| 266 |
+
m51 = md5_bytes(img_bts)
|
| 267 |
+
with open('tmp.jpg', 'wb') as f:
|
| 268 |
+
f.write(img_bts)
|
| 269 |
+
m52 = md5_file('tmp.jpg')
|
| 270 |
+
assert m51 == m52
|
| 271 |
+
|
| 272 |
+
img_b64_str = base64.b64encode(img_bts).decode('utf-8')
|
| 273 |
+
|
| 274 |
+
img_name = "{:04d}.jpg".format(nth_page)
|
| 275 |
+
pth_img = os.path.join(dir, img_name)
|
| 276 |
+
jsn_name = "{:04d}.json".format(nth_page)
|
| 277 |
+
pth_jsn = os.path.join(dir, jsn_name)
|
| 278 |
+
|
| 279 |
+
label_left = f'{Path(dir).stem}/{img_name}' # for ppocrlabel
|
| 280 |
+
label_right = []
|
| 281 |
+
|
| 282 |
+
pp_state_text += 'E:\\huggingface\\pdf_ocr\\'+ dir.replace('/', '\\') + '\\' + "{:04d}.jpg".format(nth_page) + '\t' + '1\n'
|
| 283 |
+
|
| 284 |
+
jsn = None
|
| 285 |
+
|
| 286 |
+
if not os.path.exists(pth_jsn):
|
| 287 |
+
jsn, error = ali_ocr(img_b64_str, alicr_config)
|
| 288 |
+
if not jsn:
|
| 289 |
+
raise Exception(f'### error: ocr fail. {error}')
|
| 290 |
+
|
| 291 |
+
print(jsn)
|
| 292 |
+
|
| 293 |
+
with open(pth_jsn, 'w', encoding='utf-8') as f:
|
| 294 |
+
f.write( jsonstring(jsn) )
|
| 295 |
+
|
| 296 |
+
with open(pth_img, 'wb') as f:
|
| 297 |
+
f.write(img_bts)
|
| 298 |
+
else:
|
| 299 |
+
print(f'### this page ocr already: {pth_jsn}')
|
| 300 |
+
|
| 301 |
+
if not os.path.exists(pth_jsn):
|
| 302 |
+
raise Exception(f'### error: not jsn file. {pth_jsn}')
|
| 303 |
+
|
| 304 |
+
with open(pth_jsn, 'r', encoding='utf-8') as f:
|
| 305 |
+
s = f.read()
|
| 306 |
+
jsn = jsonparse(s)
|
| 307 |
+
if 'prism_wordsInfo' in jsn:
|
| 308 |
+
wordsInfo = jsn['prism_wordsInfo']
|
| 309 |
+
else:
|
| 310 |
+
wordsInfo = []
|
| 311 |
+
for j in range(len(wordsInfo)):
|
| 312 |
+
jo = wordsInfo[j]
|
| 313 |
+
word = jo["word"]
|
| 314 |
+
|
| 315 |
+
# prism-wordsInfo 里的 angle 文字块的角度,这个角度只影响width和height,当角度为-90、90、-270、270,width和height的值需要自行互换
|
| 316 |
+
angle = jo['angle']
|
| 317 |
+
|
| 318 |
+
word_x = jo['x']
|
| 319 |
+
word_y = jo['y']
|
| 320 |
+
word_width = jo['width']
|
| 321 |
+
word_height = jo['height']
|
| 322 |
+
|
| 323 |
+
if abs(angle) == 90 or abs(angle) == 270:
|
| 324 |
+
word_width = jo['height']
|
| 325 |
+
word_height = jo['width']
|
| 326 |
+
|
| 327 |
+
pos = jo['pos']
|
| 328 |
+
|
| 329 |
+
# 四个角的位置 左上、右上、右下、左下 顺时针方向
|
| 330 |
+
lu = [pos[0]['x'], pos[0]['y']]
|
| 331 |
+
ru = [pos[1]['x'], pos[1]['y']]
|
| 332 |
+
rd = [pos[2]['x'], pos[2]['y']]
|
| 333 |
+
ld = [pos[3]['x'], pos[3]['y']]
|
| 334 |
+
|
| 335 |
+
label_right.append( { "transcription": word, "points":[ lu, ru, rd, ld ] } )
|
| 336 |
+
|
| 337 |
+
x1 = min( pos[0]['x'], pos[3]['x'] ) # 当前行的极左
|
| 338 |
+
x2 = max( pos[1]['x'], pos[2]['x'] ) # 当前行的极右
|
| 339 |
+
|
| 340 |
+
y1 = min( pos[0]['y'], pos[1]['y'] ) # 当前行的极上
|
| 341 |
+
y2 = max( pos[2]['y'], pos[3]['y'] ) # 当前行的极下
|
| 342 |
+
|
| 343 |
+
# img_color = cv2.rectangle(img_color, (x1, y1), (x2, y2), (0, 255, 0), 2) # 矩形的左上角, 矩形的右下角
|
| 344 |
+
img_color = cv2.rectangle(img_color, (lu[0], lu[1]), (rd[0], rd[1]), (0, 255, 0), 2) # 矩形的左上角, 矩形的右下角
|
| 345 |
+
|
| 346 |
+
# cv2.imshow("green", img_color)
|
| 347 |
+
# cv2.waitKey(0)
|
| 348 |
+
|
| 349 |
+
|
| 350 |
+
pp_label_text += f'{label_left}\t{jsonstring(label_right)}\n'
|
| 351 |
+
|
| 352 |
+
cv2.imwrite('./tmp.jpg', cv2.cvtColor(img_color, cv2.COLOR_RGB2BGR))
|
| 353 |
+
|
| 354 |
+
|
| 355 |
+
print( f'one page done. {nth_page} / {number_of_pages}' )
|
| 356 |
+
|
| 357 |
+
|
| 358 |
+
|
| 359 |
+
if not os.path.exists(pth_pp_label):
|
| 360 |
+
# if exist, maybe ppocrlabel edited already. DO NOT rewrite it!!!
|
| 361 |
+
if pp_label_text:
|
| 362 |
+
with open(pth_pp_label, 'w', encoding='utf-8') as f:
|
| 363 |
+
f.write(pp_label_text)
|
| 364 |
+
|
| 365 |
+
if not os.path.exists(pth_pp_state):
|
| 366 |
+
# if exist, maybe ppocrlabel edited already. DO NOT rewrite it!!!
|
| 367 |
+
if pp_state_text:
|
| 368 |
+
with open(pth_pp_state, 'w', encoding='utf-8') as f:
|
| 369 |
+
f.write(pp_state_text)
|
| 370 |
+
|
| 371 |
+
|
| 372 |
+
|
| 373 |
+
if __name__ == '__main__':
|
| 374 |
+
|
| 375 |
+
# ocr_one_pdf('pdfs/jp/高木直子学日语文法不要想太多/高木直子学日语文法不要想太多.pdf')
|
| 376 |
+
|
| 377 |
+
# ocr_one_pdf('pdfs/jp/刘炳善英汉双解莎士比亚大词典续编/刘炳善英汉双解莎士比亚大词典续编.pdf')
|
| 378 |
+
|
| 379 |
+
# ocr_one_pdf('pdfs/en/TIME单挑1000/TIME单挑1000.pdf')
|
| 380 |
+
|
| 381 |
+
# ocr_one_pdf('pdfs/en/TIME片挑200/TIME片挑200.pdf')
|
| 382 |
+
|
| 383 |
+
ocr_one_pdf('pdfs/jp/徐一平日本语句型辞典/徐一平日本语句型辞典.pdf') # 李致雨N2词汇详解 提取的图片几乎不可见,不要了
|
| 384 |
+
|
| 385 |
+
|