MinerU / magic_pdf /pre_proc /resolve_bbox_conflict.py
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"""
从pdf里提取出来api给出的bbox,然后根据重叠情况做出取舍
1. 首先去掉出现在图片上的bbox,图片包括表格和图片
2. 然后去掉出现在文字blcok上的图片bbox
"""
from magic_pdf.libs.boxbase import _is_in, _is_in_or_part_overlap, _is_left_overlap
from magic_pdf.libs.drop_tag import ON_IMAGE_TEXT, ON_TABLE_TEXT
def resolve_bbox_overlap_conflict(images: list, tables: list, interline_equations: list, inline_equations: list,
text_raw_blocks: list):
"""
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
当下采用一种粗暴的方式:
1. 去掉图片上的公式
2. 去掉table上的公式
2. 图片和文字block部分重叠,首先丢弃图片
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)
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)
5. 去掉表格上的文字
"""
text_block_removed = []
images_backup = []
# 去掉位于图片上的文字block
for image_box in images:
for text_block in text_raw_blocks:
text_bbox = text_block["bbox"]
if _is_in(text_bbox, image_box):
text_block['tag'] = ON_IMAGE_TEXT
text_block_removed.append(text_block)
# 去掉table上的文字block
for table_box in tables:
for text_block in text_raw_blocks:
text_bbox = text_block["bbox"]
if _is_in(text_bbox, table_box):
text_block['tag'] = ON_TABLE_TEXT
text_block_removed.append(text_block)
for text_block in text_block_removed:
if text_block in text_raw_blocks:
text_raw_blocks.remove(text_block)
# 第一步去掉在图片上出现的公式box
temp = []
for image_box in images:
for eq1 in interline_equations:
if _is_in_or_part_overlap(image_box, eq1[:4]):
temp.append(eq1)
for eq2 in inline_equations:
if _is_in_or_part_overlap(image_box, eq2[:4]):
temp.append(eq2)
for eq in temp:
if eq in interline_equations:
interline_equations.remove(eq)
if eq in inline_equations:
inline_equations.remove(eq)
# 第二步去掉在表格上出现的公式box
temp = []
for table_box in tables:
for eq1 in interline_equations:
if _is_in_or_part_overlap(table_box, eq1[:4]):
temp.append(eq1)
for eq2 in inline_equations:
if _is_in_or_part_overlap(table_box, eq2[:4]):
temp.append(eq2)
for eq in temp:
if eq in interline_equations:
interline_equations.remove(eq)
if eq in inline_equations:
inline_equations.remove(eq)
# 图片和文字重叠,丢掉图片
for image_box in images:
for text_block in text_raw_blocks:
text_bbox = text_block["bbox"]
if _is_in_or_part_overlap(image_box, text_bbox):
images_backup.append(image_box)
break
for image_box in images_backup:
images.remove(image_box)
# 图片和图片重叠,两张都暂时不参与版面计算
images_dup_index = []
for i in range(len(images)):
for j in range(i + 1, len(images)):
if _is_in_or_part_overlap(images[i], images[j]):
images_dup_index.append(i)
images_dup_index.append(j)
dup_idx = set(images_dup_index)
for img_id in dup_idx:
images_backup.append(images[img_id])
images[img_id] = None
images = [img for img in images if img is not None]
# 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
# 对于这样的文本块删除,然后保留行间公式的大小不变。
# 当计算完毕layout,这部分再合并回来
text_block_removed_2 = []
# for text_block in text_raw_blocks:
# text_bbox = text_block["bbox"]
# for eq in interline_equations:
# ratio = calculate_overlap_area_2_minbox_area_ratio(text_bbox, eq[:4])
# if ratio>0.05:
# text_block['tag'] = "belong-to-interline-equation"
# text_block_removed_2.append(text_block)
# break
# for tb in text_block_removed_2:
# if tb in text_raw_blocks:
# text_raw_blocks.remove(tb)
# text_block_removed = text_block_removed + text_block_removed_2
return images, tables, interline_equations, inline_equations, text_raw_blocks, text_block_removed, images_backup, text_block_removed_2
def check_text_block_horizontal_overlap(text_blocks: list, header, footer) -> bool:
"""
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。
"""
if len(text_blocks) == 0:
return False
page_min_y = 0
page_max_y = max(yy['bbox'][3] for yy in text_blocks)
def __max_y(lst: list):
if len(lst) > 0:
return max([item[1] for item in lst])
return page_min_y
def __min_y(lst: list):
if len(lst) > 0:
return min([item[3] for item in lst])
return page_max_y
clip_y0 = __max_y(header)
clip_y1 = __min_y(footer)
txt_bboxes = []
for text_block in text_blocks:
bbox = text_block["bbox"]
if bbox[1] >= clip_y0 and bbox[3] <= clip_y1:
txt_bboxes.append(bbox)
for i in range(len(txt_bboxes)):
for j in range(i + 1, len(txt_bboxes)):
if _is_left_overlap(txt_bboxes[i], txt_bboxes[j]) or _is_left_overlap(txt_bboxes[j], txt_bboxes[i]):
return True
return False
def check_useful_block_horizontal_overlap(useful_blocks: list) -> bool:
"""
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。
"""
if len(useful_blocks) == 0:
return False
page_min_y = 0
page_max_y = max(yy['bbox'][3] for yy in useful_blocks)
useful_bboxes = []
for text_block in useful_blocks:
bbox = text_block["bbox"]
if bbox[1] >= page_min_y and bbox[3] <= page_max_y:
useful_bboxes.append(bbox)
for i in range(len(useful_bboxes)):
for j in range(i + 1, len(useful_bboxes)):
area_i = (useful_bboxes[i][2] - useful_bboxes[i][0]) * (useful_bboxes[i][3] - useful_bboxes[i][1])
area_j = (useful_bboxes[j][2] - useful_bboxes[j][0]) * (useful_bboxes[j][3] - useful_bboxes[j][1])
if _is_left_overlap(useful_bboxes[i], useful_bboxes[j]) or _is_left_overlap(useful_bboxes[j], useful_bboxes[i]):
if area_i > area_j:
return True, useful_bboxes[j], useful_bboxes[i]
else:
return True, useful_bboxes[i], useful_bboxes[j]
return False, None, None