From 1247278f43341c963356545fa86dc405fd6168c6 Mon Sep 17 00:00:00 2001
From: Steffy-zxf <48793257+Steffy-zxf@users.noreply.github.com>
Date: Tue, 19 May 2020 18:24:48 +0800
Subject: [PATCH] Add ocr modules (#611)
* add ocr modules (chinese_ocr_db_rcnn & chinese_text_detection_db)
---
.../chinese_ocr_db_rcnn/README.md | 125 +
.../chinese_ocr_db_rcnn/__init__.py | 0
.../assets/ppocr_keys_v1.txt | 6623 +++++++++++++++++
.../chinese_ocr_db_rcnn/assets/simfang.ttf | Bin 0 -> 10576012 bytes
.../chinese_ocr_db_rcnn/character.py | 168 +
.../chinese_ocr_db_rcnn/module.py | 416 ++
.../chinese_ocr_db_rcnn/utils.py | 105 +
.../chinese_text_detection_db/README.md | 119 +
.../chinese_text_detection_db/__init__.py | 0
.../chinese_text_detection_db/module.py | 313 +
.../chinese_text_detection_db/processor.py | 237 +
.../scripts/configs/chinese_ocr_db_rcnn.yml | 10 +
.../configs/chinese_text_detection_db.yml | 10 +
.../image_dataset/text_recognition/11.jpg | Bin 0 -> 48680 bytes
.../text_recognition/test_image.jpg | Bin 0 -> 967120 bytes
.../unittests/test_chinese_ocr_db_rcnn.py | 58 +
.../test_chinese_text_detection_db.py | 47 +
requirements.txt | 2 +-
18 files changed, 8232 insertions(+), 1 deletion(-)
create mode 100644 hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/README.md
create mode 100644 hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/__init__.py
create mode 100644 hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/assets/ppocr_keys_v1.txt
create mode 100644 hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/assets/simfang.ttf
create mode 100644 hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/character.py
create mode 100644 hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/module.py
create mode 100644 hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/utils.py
create mode 100644 hub_module/modules/image/text_recognition/chinese_text_detection_db/README.md
create mode 100644 hub_module/modules/image/text_recognition/chinese_text_detection_db/__init__.py
create mode 100644 hub_module/modules/image/text_recognition/chinese_text_detection_db/module.py
create mode 100644 hub_module/modules/image/text_recognition/chinese_text_detection_db/processor.py
create mode 100644 hub_module/scripts/configs/chinese_ocr_db_rcnn.yml
create mode 100644 hub_module/scripts/configs/chinese_text_detection_db.yml
create mode 100755 hub_module/tests/image_dataset/text_recognition/11.jpg
create mode 100644 hub_module/tests/image_dataset/text_recognition/test_image.jpg
create mode 100644 hub_module/tests/unittests/test_chinese_ocr_db_rcnn.py
create mode 100644 hub_module/tests/unittests/test_chinese_text_detection_db.py
diff --git a/hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/README.md b/hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/README.md
new file mode 100644
index 00000000..2076a10c
--- /dev/null
+++ b/hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/README.md
@@ -0,0 +1,125 @@
+## 概述
+
+chinese_ocr_db_rcnn Module用于识别图片当中的汉字。其基于[chinese_text_detection_db Module](https://www.paddlepaddle.org.cn/hubdetail?name=chinese_text_detection_db&en_category=TextRecognition)检测得到的文本框，继续识别文本框中的中文文字。识别文字算法采用CRNN（Convolutional Recurrent Neural Network）即卷积递归神经网络。其是DCNN和RNN的组合，专门用于识别图像中的序列式对象。与CTC loss配合使用，进行文字识别，可以直接从文本词级或行级的标注中学习，不需要详细的字符级的标注。该Module支持直接预测。
+
+
+
+
+
+
+更多详情参考[An end-to-end trainable neural network for image-based sequence recognition and its application to scene text recognition](https://arxiv.org/pdf/1507.05717.pdf)
+
+## 命令行预测
+
+```shell
+$ hub run chinese_ocr_db_rcnn --input_path "/PATH/TO/IMAGE"
+```
+
+## API
+
+```python
+def recognize_text(images=[],
+ paths=[],
+ use_gpu=False,
+ output_dir='ocr_result',
+ visualization=False,
+ box_thresh=0.5,
+ text_thresh=0.5)
+```
+
+预测API，检测输入图片中的所有中文文本的位置。
+
+**参数**
+
+* paths (list\[str\]): 图片的路径；
+* images (list\[numpy.ndarray\]): 图片数据，ndarray.shape 为 \[H, W, C\]，BGR格式；
+* use\_gpu (bool): 是否使用 GPU；**若使用GPU，请先设置CUDA_VISIBLE_DEVICES环境变量**
+* box\_thresh (float): 检测文本框置信度的阈值；
+* text\_thresh (float): 识别中文文本置信度的阈值；
+* visualization (bool): 是否将识别结果保存为图片文件；
+* output\_dir (str): 图片的保存路径，默认设为 detection\_result；
+
+**返回**
+
+* res (list\[dict\]): 识别结果的列表，列表中每一个元素为 dict，各字段为：
+ * data (list\[dict\]): 识别文本结果，列表中每一个元素为 dict，各字段为：
+ * text(str): 识别得到的文本
+ * confidence(float): 识别文本结果置信度
+ * text_box_position(numpy.ndarray): 文本框在原图中的像素坐标，4*2的矩阵，依次表示文本框左下、右下、右上、左上顶点的坐标
+ 如果无识别结果则data为\[\]
+ * save_path (str, optional): 识别结果的保存路径，如不保存图片则save_path为''
+
+### 代码示例
+
+```python
+import paddlehub as hub
+import cv2
+
+ocr = hub.Module(name="chinese_ocr_db_rcnn")
+result = ocr.recognize_text(images=[cv2.imread('/PATH/TO/IMAGE')])
+
+# or
+# result = ocr.recognize_text(paths=['/PATH/TO/IMAGE'])
+```
+
+* 样例结果示例
+
+
+
+
+
+## 服务部署
+
+PaddleHub Serving 可以部署一个目标检测的在线服务。
+
+### 第一步：启动PaddleHub Serving
+
+运行启动命令：
+```shell
+$ hub serving start -m chinese_ocr_db_rcnn
+```
+
+这样就完成了一个目标检测的服务化API的部署，默认端口号为8866。
+
+**NOTE:** 如使用GPU预测，则需要在启动服务之前，请设置CUDA\_VISIBLE\_DEVICES环境变量，否则不用设置。
+
+### 第二步：发送预测请求
+
+配置好服务端，以下数行代码即可实现发送预测请求，获取预测结果
+
+```python
+import requests
+import json
+import cv2
+import base64
+
+def cv2_to_base64(image):
+ data = cv2.imencode('.jpg', image)[1]
+ return base64.b64encode(data.tostring()).decode('utf8')
+
+# 发送HTTP请求
+data = {'images':[cv2_to_base64(cv2.imread("/PATH/TO/IMAGE"))]}
+headers = {"Content-type": "application/json"}
+url = "http://127.0.0.1:8866/predict/chinese_ocr_db_rcnn"
+r = requests.post(url=url, headers=headers, data=json.dumps(data))
+
+# 打印预测结果
+print(r.json()["results"])
+```
+
+## 查看代码
+
+https://github.com/PaddlePaddle/PaddleOCR
+
+### 依赖
+
+paddlepaddle >= 1.7.2
+
+paddlehub >= 1.6.0
+
+
+## 更新历史
+
+* 1.0.0
+
+ 初始发布
diff --git a/hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/__init__.py b/hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/__init__.py
new file mode 100644
index 00000000..e69de29b
diff --git a/hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/assets/ppocr_keys_v1.txt b/hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/assets/ppocr_keys_v1.txt
new file mode 100644
index 00000000..b75af213
--- /dev/null
+++ b/hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/assets/ppocr_keys_v1.txt
@@ -0,0 +1,6623 @@
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diff --git a/hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/assets/simfang.ttf b/hub_module/modules/image/text_recognition/chinese_ocr_db_rcnn/assets/simfang.ttf
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