resolve_bbox_conflict.py 6.0 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. def resolve_bbox_overlap_conflict(images:list, tables:list, interline_equations:list, inline_equations:list, text_raw_blocks:list):
  8. """
  9. 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
  10. 当下采用一种粗暴的方式:
  11. 1. 去掉图片上的公式
  12. 2. 去掉table上的公式
  13. 2. 图片和文字block部分重叠,首先丢弃图片
  14. 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)
  15. 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)
  16. 5. 去掉表格上的文字
  17. """
  18. text_block_removed = []
  19. images_backup = []
  20. # 去掉位于图片上的文字block
  21. for image_box in images:
  22. for text_block in text_raw_blocks:
  23. text_bbox = text_block["bbox"]
  24. if _is_in(text_bbox, image_box):
  25. text_block['tag'] = "on-image"
  26. text_block_removed.append(text_block)
  27. # 去掉table上的文字block
  28. for table_box in tables:
  29. for text_block in text_raw_blocks:
  30. text_bbox = text_block["bbox"]
  31. if _is_in(text_bbox, table_box):
  32. text_block['tag'] = "on-table"
  33. text_block_removed.append(text_block)
  34. for text_block in text_block_removed:
  35. if text_block in text_raw_blocks:
  36. text_raw_blocks.remove(text_block)
  37. # 第一步去掉在图片上出现的公式box
  38. temp = []
  39. for image_box in images:
  40. for eq1 in interline_equations:
  41. if _is_in_or_part_overlap(image_box, eq1[:4]):
  42. temp.append(eq1)
  43. for eq2 in inline_equations:
  44. if _is_in_or_part_overlap(image_box, eq2[:4]):
  45. temp.append(eq2)
  46. for eq in temp:
  47. if eq in interline_equations:
  48. interline_equations.remove(eq)
  49. if eq in inline_equations:
  50. inline_equations.remove(eq)
  51. # 第二步去掉在表格上出现的公式box
  52. temp = []
  53. for table_box in tables:
  54. for eq1 in interline_equations:
  55. if _is_in_or_part_overlap(table_box, eq1[:4]):
  56. temp.append(eq1)
  57. for eq2 in inline_equations:
  58. if _is_in_or_part_overlap(table_box, eq2[:4]):
  59. temp.append(eq2)
  60. for eq in temp:
  61. if eq in interline_equations:
  62. interline_equations.remove(eq)
  63. if eq in inline_equations:
  64. inline_equations.remove(eq)
  65. # 图片和文字重叠,丢掉图片
  66. for image_box in images:
  67. for text_block in text_raw_blocks:
  68. text_bbox = text_block["bbox"]
  69. if _is_in_or_part_overlap(image_box, text_bbox):
  70. images_backup.append(image_box)
  71. break
  72. for image_box in images_backup:
  73. images.remove(image_box)
  74. # 图片和图片重叠,两张都暂时不参与版面计算
  75. images_dup_index = []
  76. for i in range(len(images)):
  77. for j in range(i+1, len(images)):
  78. if _is_in_or_part_overlap(images[i], images[j]):
  79. images_dup_index.append(i)
  80. images_dup_index.append(j)
  81. dup_idx = set(images_dup_index)
  82. for img_id in dup_idx:
  83. images_backup.append(images[img_id])
  84. images[img_id] = None
  85. images = [img for img in images if img is not None]
  86. # 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
  87. # 对于这样的文本块删除,然后保留行间公式的大小不变。
  88. # 当计算完毕layout,这部分再合并回来
  89. text_block_removed_2 = []
  90. # for text_block in text_raw_blocks:
  91. # text_bbox = text_block["bbox"]
  92. # for eq in interline_equations:
  93. # ratio = calculate_overlap_area_2_minbox_area_ratio(text_bbox, eq[:4])
  94. # if ratio>0.05:
  95. # text_block['tag'] = "belong-to-interline-equation"
  96. # text_block_removed_2.append(text_block)
  97. # break
  98. # for tb in text_block_removed_2:
  99. # if tb in text_raw_blocks:
  100. # text_raw_blocks.remove(tb)
  101. # text_block_removed = text_block_removed + text_block_removed_2
  102. return images, tables, interline_equations, inline_equations, text_raw_blocks, text_block_removed, images_backup, text_block_removed_2
  103. def check_text_block_horizontal_overlap(text_blocks:list, header, footer) -> bool:
  104. """
  105. 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。
  106. 因为这种情况大概率发生了公式没有被检测出来。
  107. """
  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