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release-2.
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10
README.md
10
README.md
@@ -17,7 +17,7 @@
|
||||
[](https://mineru.net/OpenSourceTools/Extractor?source=github)
|
||||
[](https://huggingface.co/spaces/opendatalab/MinerU)
|
||||
[](https://www.modelscope.cn/studios/OpenDataLab/MinerU)
|
||||
[](https://colab.research.google.com/gist/myhloli/3b3a00a4a0a61577b6c30f989092d20d/mineru_demo.ipynb)
|
||||
[](https://colab.research.google.com/gist/myhloli/a3cb16570ab3cfeadf9d8f0ac91b4fca/mineru_demo.ipynb)
|
||||
[](https://arxiv.org/abs/2409.18839)
|
||||
[](https://deepwiki.com/opendatalab/MinerU)
|
||||
|
||||
@@ -43,11 +43,13 @@
|
||||
</div>
|
||||
|
||||
# Changelog
|
||||
- 2025/07/30 version 2.1.9 Released
|
||||
- 2025/08/01 2.1.10 Released
|
||||
- Fixed an issue in the `pipeline` backend where block overlap caused the parsing results to deviate from expectations #3232
|
||||
- 2025/07/30 2.1.9 Released
|
||||
- `transformers` 4.54.1 version adaptation
|
||||
- 2025/07/28 version 2.1.8 Released
|
||||
- 2025/07/28 2.1.8 Released
|
||||
- `sglang` 0.4.9.post5 version adaptation
|
||||
- 2025/07/27 version 2.1.7 Released
|
||||
- 2025/07/27 2.1.7 Released
|
||||
- `transformers` 4.54.0 version adaptation
|
||||
- 2025/07/26 2.1.6 Released
|
||||
- Fixed table parsing issues in handwritten documents when using `vlm` backend
|
||||
|
||||
@@ -17,7 +17,7 @@
|
||||
[](https://mineru.net/OpenSourceTools/Extractor?source=github)
|
||||
[](https://www.modelscope.cn/studios/OpenDataLab/MinerU)
|
||||
[](https://huggingface.co/spaces/opendatalab/MinerU)
|
||||
[](https://colab.research.google.com/gist/myhloli/3b3a00a4a0a61577b6c30f989092d20d/mineru_demo.ipynb)
|
||||
[](https://colab.research.google.com/gist/myhloli/a3cb16570ab3cfeadf9d8f0ac91b4fca/mineru_demo.ipynb)
|
||||
[](https://arxiv.org/abs/2409.18839)
|
||||
[](https://deepwiki.com/opendatalab/MinerU)
|
||||
|
||||
@@ -43,6 +43,8 @@
|
||||
</div>
|
||||
|
||||
# 更新记录
|
||||
- 2025/08/01 2.1.10 发布
|
||||
- 修复`pipeline`后端因block覆盖导致的解析结果与预期不符 #3232
|
||||
- 2025/07/30 2.1.9 发布
|
||||
- `transformers` 4.54.1 版本适配
|
||||
- 2025/07/28 2.1.8 发布
|
||||
|
||||
@@ -1,5 +1,10 @@
|
||||
# Use DaoCloud mirrored sglang image for China region
|
||||
FROM docker.m.daocloud.io/lmsysorg/sglang:v0.4.9.post6-cu126
|
||||
# For blackwell GPU, use the following line instead:
|
||||
# FROM docker.m.daocloud.io/lmsysorg/sglang:v0.4.9.post6-cu128-b200
|
||||
|
||||
# Use the official sglang image
|
||||
FROM lmsysorg/sglang:v0.4.9.post6-cu126
|
||||
# FROM lmsysorg/sglang:v0.4.9.post6-cu126
|
||||
# For blackwell GPU, use the following line instead:
|
||||
# FROM lmsysorg/sglang:v0.4.9.post6-cu128-b200
|
||||
|
||||
|
||||
@@ -18,7 +18,7 @@
|
||||
[](https://mineru.net/OpenSourceTools/Extractor?source=github)
|
||||
[](https://huggingface.co/spaces/opendatalab/MinerU)
|
||||
[](https://www.modelscope.cn/studios/OpenDataLab/MinerU)
|
||||
[](https://colab.research.google.com/gist/myhloli/3b3a00a4a0a61577b6c30f989092d20d/mineru_demo.ipynb)
|
||||
[](https://colab.research.google.com/gist/myhloli/a3cb16570ab3cfeadf9d8f0ac91b4fca/mineru_demo.ipynb)
|
||||
[](https://arxiv.org/abs/2409.18839)
|
||||
[](https://deepwiki.com/opendatalab/MinerU)
|
||||
|
||||
|
||||
@@ -18,7 +18,7 @@
|
||||
[](https://mineru.net/OpenSourceTools/Extractor?source=github)
|
||||
[](https://www.modelscope.cn/studios/OpenDataLab/MinerU)
|
||||
[](https://huggingface.co/spaces/opendatalab/MinerU)
|
||||
[](https://colab.research.google.com/gist/myhloli/3b3a00a4a0a61577b6c30f989092d20d/mineru_demo.ipynb)
|
||||
[](https://colab.research.google.com/gist/myhloli/a3cb16570ab3cfeadf9d8f0ac91b4fca/mineru_demo.ipynb)
|
||||
[](https://arxiv.org/abs/2409.18839)
|
||||
[](https://deepwiki.com/opendatalab/MinerU)
|
||||
|
||||
|
||||
@@ -55,25 +55,34 @@ def page_model_info_to_page_info(page_model_info, image_dict, page, image_writer
|
||||
"""某些图可能是文本块，通过简单的规则判断一下"""
|
||||
if len(maybe_text_image_blocks) > 0:
|
||||
for block in maybe_text_image_blocks:
|
||||
span_in_block_list = []
|
||||
for span in spans:
|
||||
if span['type'] == 'text' and calculate_overlap_area_in_bbox1_area_ratio(span['bbox'], block['bbox']) > 0.7:
|
||||
span_in_block_list.append(span)
|
||||
if len(span_in_block_list) > 0:
|
||||
# span_in_block_list中所有bbox的面积之和
|
||||
spans_area = sum((span['bbox'][2] - span['bbox'][0]) * (span['bbox'][3] - span['bbox'][1]) for span in span_in_block_list)
|
||||
# 求ocr_res_area和res的面积的比值
|
||||
block_area = (block['bbox'][2] - block['bbox'][0]) * (block['bbox'][3] - block['bbox'][1])
|
||||
if block_area > 0:
|
||||
ratio = spans_area / block_area
|
||||
if ratio > 0.25 and ocr_enable:
|
||||
# 移除block的group_id
|
||||
block.pop('group_id', None)
|
||||
# 符合文本图的条件就把块加入到文本块列表中
|
||||
text_blocks.append(block)
|
||||
else:
|
||||
# 如果不符合文本图的条件，就把块加回到图片块列表中
|
||||
img_body_blocks.append(block)
|
||||
should_add_to_text_blocks = False
|
||||
|
||||
if ocr_enable:
|
||||
# 找到与当前block重叠的text spans
|
||||
span_in_block_list = [
|
||||
span for span in spans
|
||||
if span['type'] == 'text' and
|
||||
calculate_overlap_area_in_bbox1_area_ratio(span['bbox'], block['bbox']) > 0.7
|
||||
]
|
||||
|
||||
if len(span_in_block_list) > 0:
|
||||
# 计算spans总面积
|
||||
spans_area = sum(
|
||||
(span['bbox'][2] - span['bbox'][0]) * (span['bbox'][3] - span['bbox'][1])
|
||||
for span in span_in_block_list
|
||||
)
|
||||
|
||||
# 计算block面积
|
||||
block_area = (block['bbox'][2] - block['bbox'][0]) * (block['bbox'][3] - block['bbox'][1])
|
||||
|
||||
# 判断是否符合文本图条件
|
||||
if block_area > 0 and spans_area / block_area > 0.25:
|
||||
should_add_to_text_blocks = True
|
||||
|
||||
# 根据条件决定添加到哪个列表
|
||||
if should_add_to_text_blocks:
|
||||
block.pop('group_id', None) # 移除group_id
|
||||
text_blocks.append(block)
|
||||
else:
|
||||
img_body_blocks.append(block)
|
||||
|
||||
|
||||
@@ -131,15 +131,10 @@ def merge_high_iou_tables(table_res_list, layout_res, table_indices, iou_thresho
|
||||
|
||||
# Create merged table
|
||||
merged_table = table_res_list[i].copy()
|
||||
merged_table['poly'][0] = union_xmin
|
||||
merged_table['poly'][1] = union_ymin
|
||||
merged_table['poly'][2] = union_xmax
|
||||
merged_table['poly'][3] = union_ymin
|
||||
merged_table['poly'][4] = union_xmax
|
||||
merged_table['poly'][5] = union_ymax
|
||||
merged_table['poly'][6] = union_xmin
|
||||
merged_table['poly'][7] = union_ymax
|
||||
|
||||
merged_table['poly'] = [
|
||||
union_xmin, union_ymin, union_xmax, union_ymin,
|
||||
union_xmax, union_ymax, union_xmin, union_ymax
|
||||
]
|
||||
# Update layout_res
|
||||
to_remove = [table_indices[j], table_indices[i]]
|
||||
for idx in sorted(to_remove, reverse=True):
|
||||
@@ -253,6 +248,83 @@ def remove_overlaps_min_blocks(res_list):
|
||||
return res_list, need_remove
|
||||
|
||||
|
||||
def remove_overlaps_low_confidence_blocks(combined_res_list, overlap_threshold=0.8):
|
||||
"""
|
||||
Remove low-confidence blocks that overlap with other blocks.
|
||||
|
||||
This function identifies and removes blocks with low confidence scores that overlap
|
||||
with other blocks. It calculates the coordinates and area of each block, and checks
|
||||
for overlaps based on a specified threshold. Blocks that meet the criteria for removal
|
||||
are returned in a list.
|
||||
|
||||
Parameters:
|
||||
combined_res_list (list): A list of blocks, where each block is a dictionary containing
|
||||
keys like 'poly' (polygon coordinates) and optionally 'score' (confidence score).
|
||||
overlap_threshold (float): The threshold for determining overlap between blocks. Default is 0.8.
|
||||
|
||||
Returns:
|
||||
list: A list of blocks to be removed, based on the overlap and confidence criteria.
|
||||
"""
|
||||
# 计算每个block的坐标和面积
|
||||
block_info = []
|
||||
for block in combined_res_list:
|
||||
xmin, ymin = int(block['poly'][0]), int(block['poly'][1])
|
||||
xmax, ymax = int(block['poly'][4]), int(block['poly'][5])
|
||||
area = (xmax - xmin) * (ymax - ymin)
|
||||
score = block.get('score', 0.5) # 如果没有score字段，默认为0.5
|
||||
block_info.append((xmin, ymin, xmax, ymax, area, score, block))
|
||||
|
||||
blocks_to_remove = []
|
||||
marked_indices = set() # 跟踪已标记为删除的block索引
|
||||
|
||||
# 检查每个block内部是否有3个及以上的小block
|
||||
for i, (xmin, ymin, xmax, ymax, area, score, block) in enumerate(block_info):
|
||||
# 如果当前block已标记为删除，则跳过
|
||||
if i in marked_indices:
|
||||
continue
|
||||
|
||||
# 查找内部的小block (仅考虑尚未被标记为删除的block)
|
||||
blocks_inside = [(j, j_score, j_block) for j, (xj_min, yj_min, xj_max, yj_max, j_area, j_score, j_block) in
|
||||
enumerate(block_info)
|
||||
if i != j and j not in marked_indices and is_inside(block_info[j], block_info[i],
|
||||
overlap_threshold)]
|
||||
|
||||
# 如果内部有3个及以上的小block
|
||||
if len(blocks_inside) >= 3:
|
||||
# 计算小block的平均分数
|
||||
avg_score = sum(s for _, s, _ in blocks_inside) / len(blocks_inside)
|
||||
|
||||
# 比较大block的分数和小block的平均分数
|
||||
if score > avg_score:
|
||||
# 保留大block，扩展其边界
|
||||
# 首先将所有小block标记为要删除
|
||||
for j, _, j_block in blocks_inside:
|
||||
if j_block not in blocks_to_remove:
|
||||
blocks_to_remove.append(j_block)
|
||||
marked_indices.add(j) # 标记索引为已处理
|
||||
|
||||
# 扩展大block的边界以包含所有小block
|
||||
new_xmin, new_ymin, new_xmax, new_ymax = xmin, ymin, xmax, ymax
|
||||
for _, _, j_block in blocks_inside:
|
||||
j_xmin, j_ymin = int(j_block['poly'][0]), int(j_block['poly'][1])
|
||||
j_xmax, j_ymax = int(j_block['poly'][4]), int(j_block['poly'][5])
|
||||
new_xmin = min(new_xmin, j_xmin)
|
||||
new_ymin = min(new_ymin, j_ymin)
|
||||
new_xmax = max(new_xmax, j_xmax)
|
||||
new_ymax = max(new_ymax, j_ymax)
|
||||
|
||||
# 更新大block的边界
|
||||
block['poly'][0] = block['poly'][6] = new_xmin
|
||||
block['poly'][1] = block['poly'][3] = new_ymin
|
||||
block['poly'][2] = block['poly'][4] = new_xmax
|
||||
block['poly'][5] = block['poly'][7] = new_ymax
|
||||
else:
|
||||
# 保留小blocks，删除大block
|
||||
blocks_to_remove.append(block)
|
||||
marked_indices.add(i) # 标记当前索引为已处理
|
||||
return blocks_to_remove
|
||||
|
||||
|
||||
def get_res_list_from_layout_res(layout_res, iou_threshold=0.7, overlap_threshold=0.8, area_threshold=0.8):
|
||||
"""Extract OCR, table and other regions from layout results."""
|
||||
ocr_res_list = []
|
||||
@@ -311,6 +383,19 @@ def get_res_list_from_layout_res(layout_res, iou_threshold=0.7, overlap_threshol
|
||||
del res['bbox']
|
||||
layout_res.remove(res)
|
||||
|
||||
# 检测大block内部是否包含多个小block, 合并ocr和table列表进行检测
|
||||
combined_res_list = ocr_res_list + filtered_table_res_list
|
||||
blocks_to_remove = remove_overlaps_low_confidence_blocks(combined_res_list, overlap_threshold)
|
||||
# 移除需要删除的blocks
|
||||
for block in blocks_to_remove:
|
||||
if block in ocr_res_list:
|
||||
ocr_res_list.remove(block)
|
||||
elif block in filtered_table_res_list:
|
||||
filtered_table_res_list.remove(block)
|
||||
# 同时从layout_res中删除
|
||||
if block in layout_res:
|
||||
layout_res.remove(block)
|
||||
|
||||
return ocr_res_list, filtered_table_res_list, single_page_mfdetrec_res
|
||||
|
||||
|
||||
|
||||
@@ -1 +1 @@
|
||||
__version__ = "2.1.8"
|
||||
__version__ = "2.1.9"
|
||||
|
||||
@@ -1,404 +0,0 @@
|
||||
{
|
||||
"signedContributors": [
|
||||
{
|
||||
"name": "eltociear",
|
||||
"id": 22633385,
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"comment_id": 2254564260,
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"created_at": "2024-07-28T15:55:21Z",
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"repoId": 765083837,
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"pullRequestNo": 231
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},
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{
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"name": "nutshellfool",
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"id": 1439114,
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"comment_id": 2259763094,
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"created_at": "2024-07-31T06:24:39Z",
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"repoId": 765083837,
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"pullRequestNo": 258
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||||
},
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{
|
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"name": "zuanzuanshao",
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"id": 43691054,
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"comment_id": 2272997756,
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"created_at": "2024-08-07T09:11:10Z",
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"repoId": 765083837,
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"pullRequestNo": 355
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},
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{
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"name": "Thepathakarpit",
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"comment_id": 2286123353,
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"created_at": "2024-08-13T12:23:16Z",
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},
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{
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"name": "Matthijz98",
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"comment_id": 2298912989,
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{
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"name": "strongerfly",
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"comment_id": 2309481561,
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"created_at": "2024-08-26T07:01:49Z",
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"repoId": 765083837,
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},
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{
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"name": "hamirmahal",
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"comment_id": 2395141155,
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"created_at": "2024-10-05T18:22:47Z",
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"pullRequestNo": 687
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},
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{
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"name": "wmpscc",
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"id": 29891793,
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"comment_id": 2416780426,
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"repoId": 765083837,
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{
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"name": "randydl",
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"comment_id": 2439668779,
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"created_at": "2024-10-26T17:39:26Z",
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},
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{
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"name": "hyastar",
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"id": 117415976,
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"comment_id": 2466539016,
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"created_at": "2024-11-10T01:32:42Z",
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"repoId": 765083837,
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"pullRequestNo": 916
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},
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{
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"name": "kimi360",
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"id": 3158007,
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"comment_id": 2472266659,
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"created_at": "2024-11-13T02:57:34Z",
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"repoId": 765083837,
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"pullRequestNo": 938
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},
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{
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"name": "ProseGuys",
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"id": 45124798,
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"comment_id": 2472990455,
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Reference in New Issue
Block a user