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.libs.boxbase import _is_in, _is_in_or_part_overlap, _is_left_overlap
  7. from magic_pdf.libs.drop_tag import ON_IMAGE_TEXT, ON_TABLE_TEXT
  8. def resolve_bbox_overlap_conflict(images: list, tables: list, interline_equations: list, inline_equations: list,
  9. text_raw_blocks: list):
  10. """
  11. 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
  12. 当下采用一种粗暴的方式:
  13. 1. 去掉图片上的公式
  14. 2. 去掉table上的公式
  15. 2. 图片和文字block部分重叠,首先丢弃图片
  16. 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)
  17. 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)
  18. 5. 去掉表格上的文字
  19. """
  20. text_block_removed = []
  21. images_backup = []
  22. # 去掉位于图片上的文字block
  23. for image_box in images:
  24. for text_block in text_raw_blocks:
  25. text_bbox = text_block["bbox"]
  26. if _is_in(text_bbox, image_box):
  27. text_block['tag'] = ON_IMAGE_TEXT
  28. text_block_removed.append(text_block)
  29. # 去掉table上的文字block
  30. for table_box in tables:
  31. for text_block in text_raw_blocks:
  32. text_bbox = text_block["bbox"]
  33. if _is_in(text_bbox, table_box):
  34. text_block['tag'] = ON_TABLE_TEXT
  35. text_block_removed.append(text_block)
  36. for text_block in text_block_removed:
  37. if text_block in text_raw_blocks:
  38. text_raw_blocks.remove(text_block)
  39. # 第一步去掉在图片上出现的公式box
  40. temp = []
  41. for image_box in images:
  42. for eq1 in interline_equations:
  43. if _is_in_or_part_overlap(image_box, eq1[:4]):
  44. temp.append(eq1)
  45. for eq2 in inline_equations:
  46. if _is_in_or_part_overlap(image_box, eq2[:4]):
  47. temp.append(eq2)
  48. for eq in temp:
  49. if eq in interline_equations:
  50. interline_equations.remove(eq)
  51. if eq in inline_equations:
  52. inline_equations.remove(eq)
  53. # 第二步去掉在表格上出现的公式box
  54. temp = []
  55. for table_box in tables:
  56. for eq1 in interline_equations:
  57. if _is_in_or_part_overlap(table_box, eq1[:4]):
  58. temp.append(eq1)
  59. for eq2 in inline_equations:
  60. if _is_in_or_part_overlap(table_box, eq2[:4]):
  61. temp.append(eq2)
  62. for eq in temp:
  63. if eq in interline_equations:
  64. interline_equations.remove(eq)
  65. if eq in inline_equations:
  66. inline_equations.remove(eq)
  67. # 图片和文字重叠,丢掉图片
  68. for image_box in images:
  69. for text_block in text_raw_blocks:
  70. text_bbox = text_block["bbox"]
  71. if _is_in_or_part_overlap(image_box, text_bbox):
  72. images_backup.append(image_box)
  73. break
  74. for image_box in images_backup:
  75. images.remove(image_box)
  76. # 图片和图片重叠,两张都暂时不参与版面计算
  77. images_dup_index = []
  78. for i in range(len(images)):
  79. for j in range(i + 1, len(images)):
  80. if _is_in_or_part_overlap(images[i], images[j]):
  81. images_dup_index.append(i)
  82. images_dup_index.append(j)
  83. dup_idx = set(images_dup_index)
  84. for img_id in dup_idx:
  85. images_backup.append(images[img_id])
  86. images[img_id] = None
  87. images = [img for img in images if img is not None]
  88. # 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
  89. # 对于这样的文本块删除,然后保留行间公式的大小不变。
  90. # 当计算完毕layout,这部分再合并回来
  91. text_block_removed_2 = []
  92. # for text_block in text_raw_blocks:
  93. # text_bbox = text_block["bbox"]
  94. # for eq in interline_equations:
  95. # ratio = calculate_overlap_area_2_minbox_area_ratio(text_bbox, eq[:4])
  96. # if ratio>0.05:
  97. # text_block['tag'] = "belong-to-interline-equation"
  98. # text_block_removed_2.append(text_block)
  99. # break
  100. # for tb in text_block_removed_2:
  101. # if tb in text_raw_blocks:
  102. # text_raw_blocks.remove(tb)
  103. # text_block_removed = text_block_removed + text_block_removed_2
  104. return images, tables, interline_equations, inline_equations, text_raw_blocks, text_block_removed, images_backup, text_block_removed_2
  105. def check_text_block_horizontal_overlap(text_blocks: list, header, footer) -> bool:
  106. """
  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。
  108. 因为这种情况大概率发生了公式没有被检测出来。
  109. """
  110. if len(text_blocks) == 0:
  111. return False
  112. page_min_y = 0
  113. page_max_y = max(yy['bbox'][3] for yy in text_blocks)
  114. def __max_y(lst: list):
  115. if len(lst) > 0:
  116. return max([item[1] for item in lst])
  117. return page_min_y
  118. def __min_y(lst: list):
  119. if len(lst) > 0:
  120. return min([item[3] for item in lst])
  121. return page_max_y
  122. clip_y0 = __max_y(header)
  123. clip_y1 = __min_y(footer)
  124. txt_bboxes = []
  125. for text_block in text_blocks:
  126. bbox = text_block["bbox"]
  127. if bbox[1] >= clip_y0 and bbox[3] <= clip_y1:
  128. txt_bboxes.append(bbox)
  129. for i in range(len(txt_bboxes)):
  130. for j in range(i + 1, len(txt_bboxes)):
  131. if _is_left_overlap(txt_bboxes[i], txt_bboxes[j]) or _is_left_overlap(txt_bboxes[j], txt_bboxes[i]):
  132. return True
  133. return False
  134. def check_useful_block_horizontal_overlap(useful_blocks: list) -> bool:
  135. """
  136. 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。
  137. 因为这种情况大概率发生了公式没有被检测出来。
  138. """
  139. if len(useful_blocks) == 0:
  140. return False
  141. page_min_y = 0
  142. page_max_y = max(yy['bbox'][3] for yy in useful_blocks)
  143. useful_bboxes = []
  144. for text_block in useful_blocks:
  145. bbox = text_block["bbox"]
  146. if bbox[1] >= page_min_y and bbox[3] <= page_max_y:
  147. useful_bboxes.append(bbox)
  148. for i in range(len(useful_bboxes)):
  149. for j in range(i + 1, len(useful_bboxes)):
  150. area_i = (useful_bboxes[i][2] - useful_bboxes[i][0]) * (useful_bboxes[i][3] - useful_bboxes[i][1])
  151. area_j = (useful_bboxes[j][2] - useful_bboxes[j][0]) * (useful_bboxes[j][3] - useful_bboxes[j][1])
  152. if _is_left_overlap(useful_bboxes[i], useful_bboxes[j]) or _is_left_overlap(useful_bboxes[j], useful_bboxes[i]):
  153. if area_i > area_j:
  154. return True, useful_bboxes[j], useful_bboxes[i]
  155. else:
  156. return True, useful_bboxes[i], useful_bboxes[j]
  157. return False, None, None