resolve_bbox_conflict.py 7.1 KB

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  1. """
  2. 从pdf里提取出来api给出的bbox,然后根据重叠情况做出取舍
  3. 1. 首先去掉出现在图片上的bbox,图片包括表格和图片
  4. 2. 然后去掉出现在文字blcok上的图片bbox
  5. """
  6. from magic_pdf.config.drop_tag import ON_IMAGE_TEXT, ON_TABLE_TEXT
  7. from magic_pdf.libs.boxbase import (_is_in, _is_in_or_part_overlap,
  8. _is_left_overlap)
  9. def resolve_bbox_overlap_conflict(images: list, tables: list, interline_equations: list, inline_equations: list,
  10. text_raw_blocks: list):
  11. """
  12. text_raw_blocks结构是从pymupdf里直接取到的结构,具体样例参考test/assets/papre/pymu_textblocks.json
  13. 当下采用一种粗暴的方式:
  14. 1. 去掉图片上的公式
  15. 2. 去掉table上的公式
  16. 2. 图片和文字block部分重叠,首先丢弃图片
  17. 3. 图片和图片重叠,修改图片的bbox,使得图片不重叠(暂时没这么做,先把图片都扔掉)
  18. 4. 去掉文字bbox里位于图片、表格上的文字(一定要完全在图、表内部)
  19. 5. 去掉表格上的文字
  20. """
  21. text_block_removed = []
  22. images_backup = []
  23. # 去掉位于图片上的文字block
  24. for image_box in images:
  25. for text_block in text_raw_blocks:
  26. text_bbox = text_block['bbox']
  27. if _is_in(text_bbox, image_box):
  28. text_block['tag'] = ON_IMAGE_TEXT
  29. text_block_removed.append(text_block)
  30. # 去掉table上的文字block
  31. for table_box in tables:
  32. for text_block in text_raw_blocks:
  33. text_bbox = text_block['bbox']
  34. if _is_in(text_bbox, table_box):
  35. text_block['tag'] = ON_TABLE_TEXT
  36. text_block_removed.append(text_block)
  37. for text_block in text_block_removed:
  38. if text_block in text_raw_blocks:
  39. text_raw_blocks.remove(text_block)
  40. # 第一步去掉在图片上出现的公式box
  41. temp = []
  42. for image_box in images:
  43. for eq1 in interline_equations:
  44. if _is_in_or_part_overlap(image_box, eq1[:4]):
  45. temp.append(eq1)
  46. for eq2 in inline_equations:
  47. if _is_in_or_part_overlap(image_box, eq2[:4]):
  48. temp.append(eq2)
  49. for eq in temp:
  50. if eq in interline_equations:
  51. interline_equations.remove(eq)
  52. if eq in inline_equations:
  53. inline_equations.remove(eq)
  54. # 第二步去掉在表格上出现的公式box
  55. temp = []
  56. for table_box in tables:
  57. for eq1 in interline_equations:
  58. if _is_in_or_part_overlap(table_box, eq1[:4]):
  59. temp.append(eq1)
  60. for eq2 in inline_equations:
  61. if _is_in_or_part_overlap(table_box, eq2[:4]):
  62. temp.append(eq2)
  63. for eq in temp:
  64. if eq in interline_equations:
  65. interline_equations.remove(eq)
  66. if eq in inline_equations:
  67. inline_equations.remove(eq)
  68. # 图片和文字重叠,丢掉图片
  69. for image_box in images:
  70. for text_block in text_raw_blocks:
  71. text_bbox = text_block['bbox']
  72. if _is_in_or_part_overlap(image_box, text_bbox):
  73. images_backup.append(image_box)
  74. break
  75. for image_box in images_backup:
  76. images.remove(image_box)
  77. # 图片和图片重叠,两张都暂时不参与版面计算
  78. images_dup_index = []
  79. for i in range(len(images)):
  80. for j in range(i + 1, len(images)):
  81. if _is_in_or_part_overlap(images[i], images[j]):
  82. images_dup_index.append(i)
  83. images_dup_index.append(j)
  84. dup_idx = set(images_dup_index)
  85. for img_id in dup_idx:
  86. images_backup.append(images[img_id])
  87. images[img_id] = None
  88. images = [img for img in images if img is not None]
  89. # 如果行间公式和文字block重叠,放到临时的数据里,防止这些文字box影响到layout计算。通过计算IOU合并行间公式和文字block
  90. # 对于这样的文本块删除,然后保留行间公式的大小不变。
  91. # 当计算完毕layout,这部分再合并回来
  92. text_block_removed_2 = []
  93. # for text_block in text_raw_blocks:
  94. # text_bbox = text_block["bbox"]
  95. # for eq in interline_equations:
  96. # ratio = calculate_overlap_area_2_minbox_area_ratio(text_bbox, eq[:4])
  97. # if ratio>0.05:
  98. # text_block['tag'] = "belong-to-interline-equation"
  99. # text_block_removed_2.append(text_block)
  100. # break
  101. # for tb in text_block_removed_2:
  102. # if tb in text_raw_blocks:
  103. # text_raw_blocks.remove(tb)
  104. # text_block_removed = text_block_removed + text_block_removed_2
  105. return images, tables, interline_equations, inline_equations, text_raw_blocks, text_block_removed, images_backup, text_block_removed_2
  106. def check_text_block_horizontal_overlap(text_blocks: list, header, footer) -> bool:
  107. """检查文本block之间的水平重叠情况,这种情况如果发生,那么这个pdf就不再继续处理了。 因为这种情况大概率发生了公式没有被检测出来。"""
  108. if len(text_blocks) == 0:
  109. return False
  110. page_min_y = 0
  111. page_max_y = max(yy['bbox'][3] for yy in text_blocks)
  112. def __max_y(lst: list):
  113. if len(lst) > 0:
  114. return max([item[1] for item in lst])
  115. return page_min_y
  116. def __min_y(lst: list):
  117. if len(lst) > 0:
  118. return min([item[3] for item in lst])
  119. return page_max_y
  120. clip_y0 = __max_y(header)
  121. clip_y1 = __min_y(footer)
  122. txt_bboxes = []
  123. for text_block in text_blocks:
  124. bbox = text_block['bbox']
  125. if bbox[1] >= clip_y0 and bbox[3] <= clip_y1:
  126. txt_bboxes.append(bbox)
  127. for i in range(len(txt_bboxes)):
  128. for j in range(i + 1, len(txt_bboxes)):
  129. if _is_left_overlap(txt_bboxes[i], txt_bboxes[j]) or _is_left_overlap(txt_bboxes[j], txt_bboxes[i]):
  130. return True
  131. return False
  132. def check_useful_block_horizontal_overlap(useful_blocks: list) -> bool:
  133. """检查文本block之间的水平重叠情况,这种情况如果发生,那么这个pdf就不再继续处理了。 因为这种情况大概率发生了公式没有被检测出来。"""
  134. if len(useful_blocks) == 0:
  135. return False
  136. page_min_y = 0
  137. page_max_y = max(yy['bbox'][3] for yy in useful_blocks)
  138. useful_bboxes = []
  139. for text_block in useful_blocks:
  140. bbox = text_block['bbox']
  141. if bbox[1] >= page_min_y and bbox[3] <= page_max_y:
  142. useful_bboxes.append(bbox)
  143. for i in range(len(useful_bboxes)):
  144. for j in range(i + 1, len(useful_bboxes)):
  145. area_i = (useful_bboxes[i][2] - useful_bboxes[i][0]) * (useful_bboxes[i][3] - useful_bboxes[i][1])
  146. area_j = (useful_bboxes[j][2] - useful_bboxes[j][0]) * (useful_bboxes[j][3] - useful_bboxes[j][1])
  147. if _is_left_overlap(useful_bboxes[i], useful_bboxes[j]) or _is_left_overlap(useful_bboxes[j], useful_bboxes[i]):
  148. if area_i > area_j:
  149. return True, useful_bboxes[j], useful_bboxes[i]
  150. else:
  151. return True, useful_bboxes[i], useful_bboxes[j]
  152. return False, None, None