2024-07-24 20:00:15 +08:00
|
|
|
|
---
|
|
|
|
|
comments: true
|
|
|
|
|
hide:
|
|
|
|
|
- navigation
|
|
|
|
|
---
|
|
|
|
|
|
2024-10-28 22:52:28 +08:00
|
|
|
|
### 安装
|
|
|
|
|
|
2024-10-29 21:34:25 +08:00
|
|
|
|
#### 1. 安装PaddlePaddle
|
|
|
|
|
|
|
|
|
|
> 如果您没有基础的Python运行环境,请参考[运行环境准备](./ppocr/environment.md)。
|
|
|
|
|
|
|
|
|
|
=== "CPU端安装"
|
|
|
|
|
|
|
|
|
|
```bash linenums="1"
|
2025-02-11 11:52:41 +08:00
|
|
|
|
python -m pip install paddlepaddle==3.0.0rc1 -i https://www.paddlepaddle.org.cn/packages/stable/cpu/
|
2024-10-29 21:34:25 +08:00
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "GPU端安装"
|
|
|
|
|
|
|
|
|
|
由于GPU端需要根据具体CUDA版本来对应安装使用,以下仅以Linux平台,pip安装英伟达GPU, CUDA11.8为例,其他平台,请参考[飞桨官网安装文档](https://www.paddlepaddle.org.cn/install/quick)中的说明进行操作。
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
```bash linenums="1"
|
2025-02-11 11:52:41 +08:00
|
|
|
|
python -m pip install paddlepaddle-gpu==3.0.0rc1 -i https://www.paddlepaddle.org.cn/packages/stable/cu118/
|
2024-10-29 21:34:25 +08:00
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
#### 2. 安装`paddleocr`
|
|
|
|
|
|
2024-10-28 22:52:28 +08:00
|
|
|
|
```bash linenums="1"
|
|
|
|
|
pip install paddleocr
|
|
|
|
|
```
|
|
|
|
|
|
2024-10-29 08:29:34 +08:00
|
|
|
|
### Python脚本使用
|
2024-10-28 22:52:28 +08:00
|
|
|
|
|
|
|
|
|
=== "文本检测+方向分类+文本识别"
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
from paddleocr import PaddleOCR, draw_ocr
|
|
|
|
|
|
|
|
|
|
# Paddleocr supports Chinese, English, French, German, Korean and Japanese
|
|
|
|
|
# You can set the parameter `lang` as `ch`, `en`, `french`, `german`, `korean`, `japan`
|
|
|
|
|
# to switch the language model in order
|
|
|
|
|
ocr = PaddleOCR(use_angle_cls=True, lang='en') # need to run only once to download and load model into memory
|
|
|
|
|
img_path = 'PaddleOCR/doc/imgs_en/img_12.jpg'
|
|
|
|
|
result = ocr.ocr(img_path, cls=True)
|
|
|
|
|
for idx in range(len(result)):
|
|
|
|
|
res = result[idx]
|
|
|
|
|
for line in res:
|
|
|
|
|
print(line)
|
|
|
|
|
|
|
|
|
|
# draw result
|
|
|
|
|
from PIL import Image
|
|
|
|
|
result = result[0]
|
|
|
|
|
image = Image.open(img_path).convert('RGB')
|
|
|
|
|
boxes = [line[0] for line in result]
|
|
|
|
|
txts = [line[1][0] for line in result]
|
|
|
|
|
scores = [line[1][1] for line in result]
|
|
|
|
|
im_show = draw_ocr(image, boxes, txts, scores, font_path='/path/to/PaddleOCR/doc/fonts/simfang.ttf')
|
|
|
|
|
im_show = Image.fromarray(im_show)
|
|
|
|
|
im_show.save('result.jpg')
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
[[[442.0, 173.0], [1169.0, 173.0], [1169.0, 225.0], [442.0, 225.0]], ['ACKNOWLEDGEMENTS', 0.99283075]]
|
|
|
|
|
[[[393.0, 340.0], [1207.0, 342.0], [1207.0, 389.0], [393.0, 387.0]], ['We would like to thank all the designers and', 0.9357758]]
|
|
|
|
|
[[[399.0, 398.0], [1204.0, 398.0], [1204.0, 433.0], [399.0, 433.0]], ['contributors whohave been involved in the', 0.9592447]]
|
|
|
|
|
......
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "文本检测+文本识别"
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
from paddleocr import PaddleOCR,draw_ocr
|
|
|
|
|
ocr = PaddleOCR(lang='en') # need to run only once to download and load model into memory
|
|
|
|
|
img_path = 'PaddleOCR/doc/imgs_en/img_12.jpg'
|
|
|
|
|
result = ocr.ocr(img_path, cls=False)
|
|
|
|
|
for idx in range(len(result)):
|
|
|
|
|
res = result[idx]
|
|
|
|
|
for line in res:
|
|
|
|
|
print(line)
|
|
|
|
|
|
|
|
|
|
# draw result
|
|
|
|
|
from PIL import Image
|
|
|
|
|
result = result[0]
|
|
|
|
|
image = Image.open(img_path).convert('RGB')
|
|
|
|
|
boxes = [line[0] for line in result]
|
|
|
|
|
txts = [line[1][0] for line in result]
|
|
|
|
|
scores = [line[1][1] for line in result]
|
|
|
|
|
im_show = draw_ocr(image, boxes, txts, scores, font_path='/path/to/PaddleOCR/doc/fonts/simfang.ttf')
|
|
|
|
|
im_show = Image.fromarray(im_show)
|
|
|
|
|
im_show.save('result.jpg')
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
[[[442.0, 173.0], [1169.0, 173.0], [1169.0, 225.0], [442.0, 225.0]], ['ACKNOWLEDGEMENTS', 0.99283075]]
|
|
|
|
|
[[[393.0, 340.0], [1207.0, 342.0], [1207.0, 389.0], [393.0, 387.0]], ['We would like to thank all the designers and', 0.9357758]]
|
|
|
|
|
[[[399.0, 398.0], [1204.0, 398.0], [1204.0, 433.0], [399.0, 433.0]], ['contributors whohave been involved in the', 0.9592447]]
|
|
|
|
|
......
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "方向分类+文本识别"
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
from paddleocr import PaddleOCR
|
|
|
|
|
ocr = PaddleOCR(use_angle_cls=True, lang='en') # need to run only once to load model into memory
|
|
|
|
|
img_path = 'PaddleOCR/doc/imgs_words_en/word_10.png'
|
|
|
|
|
result = ocr.ocr(img_path, det=False, cls=True)
|
|
|
|
|
for idx in range(len(result)):
|
|
|
|
|
res = result[idx]
|
|
|
|
|
for line in res:
|
|
|
|
|
print(line)
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
['PAIN', 0.990372]
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "只有文本检测"
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
from paddleocr import PaddleOCR,draw_ocr
|
|
|
|
|
ocr = PaddleOCR() # need to run only once to download and load model into memory
|
|
|
|
|
img_path = 'PaddleOCR/doc/imgs_en/img_12.jpg'
|
|
|
|
|
result = ocr.ocr(img_path,rec=False)
|
|
|
|
|
for idx in range(len(result)):
|
|
|
|
|
res = result[idx]
|
|
|
|
|
for line in res:
|
|
|
|
|
print(line)
|
|
|
|
|
|
|
|
|
|
# draw result
|
|
|
|
|
from PIL import Image
|
|
|
|
|
result = result[0]
|
|
|
|
|
image = Image.open(img_path).convert('RGB')
|
|
|
|
|
im_show = draw_ocr(image, result, txts=None, scores=None, font_path='/path/to/PaddleOCR/doc/fonts/simfang.ttf')
|
|
|
|
|
im_show = Image.fromarray(im_show)
|
|
|
|
|
im_show.save('result.jpg')
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
[[756.0, 812.0], [805.0, 812.0], [805.0, 830.0], [756.0, 830.0]]
|
|
|
|
|
[[820.0, 803.0], [1085.0, 801.0], [1085.0, 836.0], [820.0, 838.0]]
|
|
|
|
|
[[393.0, 801.0], [715.0, 805.0], [715.0, 839.0], [393.0, 836.0]]
|
|
|
|
|
......
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "只有识别"
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
from paddleocr import PaddleOCR
|
|
|
|
|
ocr = PaddleOCR(lang='en') # need to run only once to load model into memory
|
|
|
|
|
img_path = 'PaddleOCR/doc/imgs_words_en/word_10.png'
|
|
|
|
|
result = ocr.ocr(img_path, det=False, cls=False)
|
|
|
|
|
for idx in range(len(result)):
|
|
|
|
|
res = result[idx]
|
|
|
|
|
for line in res:
|
|
|
|
|
print(line)
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
['PAIN', 0.990372]
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "只有方向分类"
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
from paddleocr import PaddleOCR
|
|
|
|
|
ocr = PaddleOCR(use_angle_cls=True) # need to run only once to load model into memory
|
|
|
|
|
img_path = 'PaddleOCR/doc/imgs_words_en/word_10.png'
|
|
|
|
|
result = ocr.ocr(img_path, det=False, rec=False, cls=True)
|
|
|
|
|
for idx in range(len(result)):
|
|
|
|
|
res = result[idx]
|
|
|
|
|
for line in res:
|
|
|
|
|
print(line)
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
['0', 0.99999964]
|
|
|
|
|
```
|
|
|
|
|
|
2024-10-29 08:29:34 +08:00
|
|
|
|
### 命令行使用
|
|
|
|
|
|
|
|
|
|
显示帮助信息
|
|
|
|
|
|
|
|
|
|
```bash linenums="1"
|
|
|
|
|
paddleocr -h
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "文本检测+方向分类+文本识别"
|
|
|
|
|
|
|
|
|
|
```bash linenums="1"
|
|
|
|
|
paddleocr --image_dir PaddleOCR/doc/imgs_en/img_12.jpg --use_angle_cls true --lang en
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
[[[442.0, 173.0], [1169.0, 173.0], [1169.0, 225.0], [442.0, 225.0]], ['ACKNOWLEDGEMENTS', 0.99283075]]
|
|
|
|
|
[[[393.0, 340.0], [1207.0, 342.0], [1207.0, 389.0], [393.0, 387.0]], ['We would like to thank all the designers and', 0.9357758]]
|
|
|
|
|
[[[399.0, 398.0], [1204.0, 398.0], [1204.0, 433.0], [399.0, 433.0]], ['contributors whohave been involved in the', 0.9592447]]
|
|
|
|
|
......
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
还支持pdf文件,您可以使用`page_num`参数推断前几页,默认值为0,这意味着识别全部页面
|
|
|
|
|
|
|
|
|
|
```bash linenums="1"
|
|
|
|
|
paddleocr --image_dir ./xxx.pdf --use_angle_cls true --use_gpu false --page_num 2
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "文本检测+文本识别"
|
|
|
|
|
|
|
|
|
|
```bash linenums="1"
|
|
|
|
|
paddleocr --image_dir PaddleOCR/doc/imgs_en/img_12.jpg --lang en
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
[[[442.0, 173.0], [1169.0, 173.0], [1169.0, 225.0], [442.0, 225.0]], ['ACKNOWLEDGEMENTS', 0.99283075]]
|
|
|
|
|
[[[393.0, 340.0], [1207.0, 342.0], [1207.0, 389.0], [393.0, 387.0]], ['We would like to thank all the designers and', 0.9357758]]
|
|
|
|
|
[[[399.0, 398.0], [1204.0, 398.0], [1204.0, 433.0], [399.0, 433.0]], ['contributors whohave been involved in the', 0.9592447]]
|
|
|
|
|
......
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "方向分类+文本识别"
|
|
|
|
|
|
|
|
|
|
```bash linenums="1"
|
|
|
|
|
paddleocr --image_dir PaddleOCR/doc/imgs_words_en/word_10.png --use_angle_cls true --det false --lang en
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
['PAIN', 0.990372]
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "只有文本检测"
|
|
|
|
|
|
|
|
|
|
```bash linenums="1"
|
|
|
|
|
paddleocr --image_dir PaddleOCR/doc/imgs_en/img_12.jpg --rec false
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
[[756.0, 812.0], [805.0, 812.0], [805.0, 830.0], [756.0, 830.0]]
|
|
|
|
|
[[820.0, 803.0], [1085.0, 801.0], [1085.0, 836.0], [820.0, 838.0]]
|
|
|
|
|
[[393.0, 801.0], [715.0, 805.0], [715.0, 839.0], [393.0, 836.0]]
|
|
|
|
|
......
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "只有识别"
|
|
|
|
|
|
|
|
|
|
```bash linenums="1"
|
|
|
|
|
paddleocr --image_dir PaddleOCR/doc/imgs_words_en/word_10.png --det false --lang en
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
['PAIN', 0.990372]
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
=== "只有方向分类"
|
|
|
|
|
|
|
|
|
|
```bash linenums="1"
|
|
|
|
|
paddleocr --image_dir PaddleOCR/doc/imgs_words_en/word_10.png --use_angle_cls true --det false --rec false
|
|
|
|
|
```
|
|
|
|
|
|
|
|
|
|
输出示例:
|
|
|
|
|
|
|
|
|
|
```python linenums="1"
|
|
|
|
|
['0', 0.99999964]
|
|
|
|
|
```
|
|
|
|
|
|
2024-10-29 21:34:25 +08:00
|
|
|
|
更加详细的文档,请移步:[PaddleOCR快速开始](./ppocr/quick_start.md)
|
|
|
|
|
|
2024-10-28 22:52:28 +08:00
|
|
|
|
### 在线demo
|
|
|
|
|
|
|
|
|
|
- PP-OCRv4 在线体验地址:<https://aistudio.baidu.com/community/app/91660>
|
|
|
|
|
- SLANet 在线体验地址:<https://aistudio.baidu.com/community/app/91661>
|
|
|
|
|
- PP-ChatOCRv3-doc 在线体验地址:<https://aistudio.baidu.com/community/app/182491>
|
|
|
|
|
- PP-ChatOCRv2-common 在线体验地址:<https://aistudio.baidu.com/community/app/91662>
|
|
|
|
|
- PP-ChatOCRv2-doc 在线体验地址:<https://aistudio.baidu.com/community/app/70303>
|
|
|
|
|
|
|
|
|
|
### 相关文档
|
2024-07-24 20:00:15 +08:00
|
|
|
|
|
2024-10-10 19:48:04 +08:00
|
|
|
|
- [一键调用17个PaddleOCR核心模型](https://paddlepaddle.github.io/PaddleOCR/latest/paddlex/quick_start.html)
|
|
|
|
|
- 一行命令快速使用:[文本检测识别(中英文/多语言)](https://paddlepaddle.github.io/PaddleOCR/latest/ppocr/overview.html)
|
|
|
|
|
- 一行命令快速使用:[文档分析](https://paddlepaddle.github.io/PaddleOCR/latest/ppstructure/overview.html)
|