From 8bce9baab33c744bde3f73d77c8933a373e96174 Mon Sep 17 00:00:00 2001 From: weishengyu Date: Tue, 15 Dec 2020 20:21:04 +0800 Subject: [PATCH] change doc and move style_text to root folder --- doc/doc_ch/style_text_rec.md | 112 ++++++++++++------ doc/imgs_style_text/1.png | Bin 0 -> 171906 bytes doc/imgs_style_text/2.png | Bin 0 -> 205546 bytes doc/imgs_style_text/3.png | Bin 0 -> 69354 bytes doc/imgs_style_text/4.jpg | Bin 0 -> 2294 bytes style_text_rec/__init__.py | 0 style_text_rec/arch/__init__.py | 0 .../arch/base_module.py | 0 .../arch/decoder.py | 0 .../arch/encoder.py | 0 .../arch/spectral_norm.py | 0 .../arch/style_text_rec.py | 0 .../configs/config.yml | 0 .../configs/dataset_config.yml | 0 style_text_rec/engine/__init__.py | 0 .../engine/corpus_generators.py | 0 .../engine/predictors.py | 0 .../engine/style_samplers.py | 0 .../engine/synthesisers.py | 0 .../engine/text_drawers.py | 0 .../engine/writers.py | 0 .../examples/corpus/example.txt | 0 .../examples/image_list.txt | 0 .../examples/style_images/1.jpg | Bin .../examples/style_images/2.jpg | Bin .../fonts/ch_standard.ttf | Bin .../fonts/en_standard.ttf | Bin .../fonts/ko_standard.ttf | Bin style_text_rec/tools/__init__.py | 0 .../tools/synth_dataset.py | 0 .../tools/synth_image.py | 32 ++++- style_text_rec/utils/__init__.py | 0 .../utils/config.py | 0 .../utils/load_params.py | 0 .../utils/logging.py | 0 .../utils/math_functions.py | 0 .../utils/sys_funcs.py | 0 37 files changed, 101 insertions(+), 43 deletions(-) create mode 100644 doc/imgs_style_text/1.png create mode 100644 doc/imgs_style_text/2.png create mode 100644 doc/imgs_style_text/3.png create mode 100644 doc/imgs_style_text/4.jpg create mode 100644 style_text_rec/__init__.py create mode 100644 style_text_rec/arch/__init__.py rename {tools/style_text_rec => style_text_rec}/arch/base_module.py (100%) rename {tools/style_text_rec => style_text_rec}/arch/decoder.py (100%) rename {tools/style_text_rec => style_text_rec}/arch/encoder.py (100%) rename {tools/style_text_rec => style_text_rec}/arch/spectral_norm.py (100%) rename {tools/style_text_rec => style_text_rec}/arch/style_text_rec.py (100%) rename {tools/style_text_rec => style_text_rec}/configs/config.yml (100%) rename {tools/style_text_rec => style_text_rec}/configs/dataset_config.yml (100%) create mode 100644 style_text_rec/engine/__init__.py rename {tools/style_text_rec => style_text_rec}/engine/corpus_generators.py (100%) rename {tools/style_text_rec => style_text_rec}/engine/predictors.py (100%) rename {tools/style_text_rec => style_text_rec}/engine/style_samplers.py (100%) rename {tools/style_text_rec => style_text_rec}/engine/synthesisers.py (100%) rename {tools/style_text_rec => style_text_rec}/engine/text_drawers.py (100%) rename {tools/style_text_rec => style_text_rec}/engine/writers.py (100%) rename {tools/style_text_rec => style_text_rec}/examples/corpus/example.txt (100%) rename {tools/style_text_rec => style_text_rec}/examples/image_list.txt (100%) rename {tools/style_text_rec => style_text_rec}/examples/style_images/1.jpg (100%) rename {tools/style_text_rec => style_text_rec}/examples/style_images/2.jpg (100%) rename {tools/style_text_rec => style_text_rec}/fonts/ch_standard.ttf (100%) rename {tools/style_text_rec => style_text_rec}/fonts/en_standard.ttf (100%) rename {tools/style_text_rec => style_text_rec}/fonts/ko_standard.ttf (100%) create mode 100644 style_text_rec/tools/__init__.py rename {tools/style_text_rec => style_text_rec}/tools/synth_dataset.py (100%) rename {tools/style_text_rec => style_text_rec}/tools/synth_image.py (71%) create mode 100644 style_text_rec/utils/__init__.py rename {tools/style_text_rec => style_text_rec}/utils/config.py (100%) rename {tools/style_text_rec => style_text_rec}/utils/load_params.py (100%) rename {tools/style_text_rec => style_text_rec}/utils/logging.py (100%) rename {tools/style_text_rec => style_text_rec}/utils/math_functions.py (100%) rename {tools/style_text_rec => style_text_rec}/utils/sys_funcs.py (100%) diff --git a/doc/doc_ch/style_text_rec.md b/doc/doc_ch/style_text_rec.md index 52d10446..9562040b 100644 --- a/doc/doc_ch/style_text_rec.md +++ b/doc/doc_ch/style_text_rec.md @@ -1,24 +1,35 @@ -### 快速上手 +## Style Text Rec -Style-Text是对百度自研文本编辑算法《Editing Text in the Wild》中提出的SRNet网络的改进,不同于常用的GAN的方法只选择一个分支,该工具将文本合成任务分解为三个子模块,文本风格迁移模块、背景抽取模块和前背景融合模块,来提升合成数据的效果。下图显示了一些示例结果。 +### 目录 +[TOC] -此外,在实际铭牌文本识别场景和韩语文本识别场景,验证了该合成工具的有效性,具体如下。 +### 工具简介 +
+ +
+Style-Text是对百度自研文本编辑算法《Editing Text in the Wild》中提出的SRNet网络的改进,不同于常用的GAN的方法只选择一个分支,该工具将文本合成任务分解为三个子模块,文本风格迁移模块、背景抽取模块和前背景融合模块,来提升合成数据的效果。下图显示了一些示例结果。 +
+ + +
-#### 环境配置 +此外,在实际铭牌文本识别场景和韩语文本识别场景,验证了该合成工具的有效性。 -1. 参考[快速安装](./installation.md),安装PaddlePaddle并准备环境。强烈建议您使用python3环境。 +### 环境配置 + +1. 参考[快速安装](./installation.md),安装PaddleOCR。强烈建议您使用python3环境。 2. 进入`style_text_rec`目录,下载模型,并解压: ```bash -cd tools/style_text_rec -wget /path/to/style_text_models.zip +cd style_text_rec +wget /https://paddleocr.bj.bcebos.com/dygraph_v2.0/style_text/style_text_models.zip unzip style_text_models.zip ``` -您可以在 [此处](https://paddleocr.bj.bcebos.com/dygraph_v2.0/style_text/style_text_models.zip) 下载模型文件。如果您选择了其他下载位置,请在`configs/config.yml`中修改模型文件的地址,修改时需要同时修改这三个配置: +如果您将模型保存再其他位置,请在`configs/config.yml`中修改模型文件的地址,修改时需要同时修改这三个配置: ``` bg_generator: @@ -31,17 +42,19 @@ fusion_generator: pretrain: style_text_models/fusion_generator ``` - - -#### 合成单张图片 +### 快速上手 1. 运行tools/synth_image,生成示例图片: ```python -python -m tools.synth_image -c configs/config.yml +python3 -m tools.synth_image -c configs/config.yml ``` -1. 运行后,会生成`fake_busion.jpg`,即为最终结果。除此之外,程序还会生成并保存中间结果: +1. 运行后,会生成`fake_busion.jpg`,即为最终结果。 +
+ +
+除此之外,程序还会生成并保存中间结果: * `fake_bg.jpg`:为风格参考图去掉文字后的背景; * `fake_text.jpg`:是用提供的字符串,仿照风格参考图中文字的风格,生成在灰色背景上的文字图片。 @@ -54,26 +67,6 @@ python -m tools.synth_image -c configs/config.yml ### 高级使用 -#### 组件介绍 - -`Style Text Rec`主要包含以下组件: - -* `style_samplers`:风格图片采样器,负责返回风格图片。目前我们提供了`DatasetSampler`,可以从一个有标注的数据集中采样。 - -* `corpus_generators`:语料生成器,负责生成语料。目前提供了两种语料成生成器: - * `EnNumCorpus`:根据给定的长度生成随机字符串,字符可能是大小写英文字母、数字和空格。 - * `FileCorpus`:读取指定的文本文件,并随机返回其中的单词. - -* `text_drawers`:标准字体图片生成器,负责根据输入的语料,生成标准字体的图片。注意,使用该组件时,一定要根据语料修改对应的语言信息,否则可能会书写失败。 - -* `predictors`:预测器,根据给定的风格图片和标准字体图片,调用深度学习模型,生成新的数据。`predictor`是整个算法的核心模块。 - -* `writers`:文件输出器,负责将合成的图片与标签文件写入硬盘。 - -* `synthesisers`:合成器,负责调用各个模块,完成数据合成。 - -### 合成数据集 - 在开始合成数据集前,需要准备一些素材。 首先,需要风格图片作为合成图片的参考依据,这些数据可以是用作训练OCR识别模型的数据集。本例中使用带有标注文件的数据集作为风格图片. @@ -84,7 +77,7 @@ python -m tools.synth_image -c configs/config.yml * `image_home`:风格图片目录; * `label_file`:风格图片路径列表文件,如果所用数据集有label,则label_file为label文件路径; * `with_label`:标志`label_file`是否为label文件。 - + * `CorpusGenerator`: * `method`:语料生成方法,目前有`FileCorpus`和`EnNumCorpus`可选。如果使用`EnNumCorpus`,则不需要填写其他配置,否则需要修改`corpus_file`和`language`; * `language`:语料的语种; @@ -99,11 +92,52 @@ python -m tools.synth_image -c configs/config.yml 3. 如果您想使用并行方式来快速合成数据,可以通过启动多个进程,在启动时需要指定不同的`tag`(`-t`),如下所示: ```bash - python -m tools.synth_dataset -t 0 -c configs/dataset_config.yml - python -m tools.synth_dataset -t 1 -c configs/dataset_config.yml + python3 -m tools.synth_dataset -t 0 -c configs/dataset_config.yml + python3 -m tools.synth_dataset -t 1 -c configs/dataset_config.yml ``` -### 使用合成数据集进行OCR识别训练 - -在完成上述操作后,即可得到用于OCR识别的合成数据集,接下来请参考[OCR识别文档](https://github.com/PaddlePaddle/PaddleOCR/blob/dygraph/doc/doc_ch/recognition.md#%E5%90%AF%E5%8A%A8%E8%AE%AD%E7%BB%83),完成训练。 \ No newline at end of file +### 应用示例 + +在完成上述操作后,即可得到用于OCR识别的合成数据集,接下来请参考[OCR识别文档](https://github.com/PaddlePaddle/PaddleOCR/blob/dygraph/doc/doc_ch/recognition.md#%E5%90%AF%E5%8A%A8%E8%AE%AD%E7%BB%83),完成训练。 + +### 项目结构 + +. +|-- arch +| |-- base_module.py +| |-- decoder.py +| |-- encoder.py +| |-- spectral_norm.py +| `-- style_text_rec.py +|-- configs +| |-- config.yml +| `-- dataset_config.yml +|-- engine +| |-- corpus_generators.py +| |-- predictors.py +| |-- style_samplers.py +| |-- synthesisers.py +| |-- text_drawers.py +| `-- writers.py +|-- examples +| |-- corpus +| | `-- example.txt +| |-- image_list.txt +| `-- style_images +| |-- 1.jpg +| `-- 2.jpg +|-- fonts +| |-- ch_standard.ttf +| |-- en_standard.ttf +| `-- ko_standard.ttf +|-- tools +| |-- __init__.py +| |-- synth_dataset.py +| `-- synth_image.py +`-- utils + |-- config.py + |-- load_params.py + |-- logging.py + |-- math_functions.py + `-- sys_funcs.py \ No newline at end of file diff --git a/doc/imgs_style_text/1.png b/doc/imgs_style_text/1.png new file mode 100644 index 0000000000000000000000000000000000000000..8f7574ba2f723ac82241fec6dc52828713a5d293 GIT binary patch literal 171906 zcmeEug;QKl*CrO+A;H}xxXa)cf+x6!V8Pub!Gn7U7A!!5yL%WcxXU1e>!33*z%0LS 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--git a/tools/style_text_rec/arch/decoder.py b/style_text_rec/arch/decoder.py similarity index 100% rename from tools/style_text_rec/arch/decoder.py rename to style_text_rec/arch/decoder.py diff --git a/tools/style_text_rec/arch/encoder.py b/style_text_rec/arch/encoder.py similarity index 100% rename from tools/style_text_rec/arch/encoder.py rename to style_text_rec/arch/encoder.py diff --git a/tools/style_text_rec/arch/spectral_norm.py b/style_text_rec/arch/spectral_norm.py similarity index 100% rename from tools/style_text_rec/arch/spectral_norm.py rename to style_text_rec/arch/spectral_norm.py diff --git a/tools/style_text_rec/arch/style_text_rec.py b/style_text_rec/arch/style_text_rec.py similarity index 100% rename from tools/style_text_rec/arch/style_text_rec.py rename to style_text_rec/arch/style_text_rec.py diff --git a/tools/style_text_rec/configs/config.yml b/style_text_rec/configs/config.yml similarity index 100% rename from tools/style_text_rec/configs/config.yml rename to style_text_rec/configs/config.yml diff --git a/tools/style_text_rec/configs/dataset_config.yml b/style_text_rec/configs/dataset_config.yml similarity index 100% rename from tools/style_text_rec/configs/dataset_config.yml rename to style_text_rec/configs/dataset_config.yml diff --git a/style_text_rec/engine/__init__.py b/style_text_rec/engine/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tools/style_text_rec/engine/corpus_generators.py b/style_text_rec/engine/corpus_generators.py similarity index 100% rename from tools/style_text_rec/engine/corpus_generators.py rename to style_text_rec/engine/corpus_generators.py diff --git a/tools/style_text_rec/engine/predictors.py b/style_text_rec/engine/predictors.py similarity index 100% rename from tools/style_text_rec/engine/predictors.py rename to style_text_rec/engine/predictors.py diff --git a/tools/style_text_rec/engine/style_samplers.py b/style_text_rec/engine/style_samplers.py similarity index 100% rename from tools/style_text_rec/engine/style_samplers.py rename to style_text_rec/engine/style_samplers.py diff --git a/tools/style_text_rec/engine/synthesisers.py b/style_text_rec/engine/synthesisers.py similarity index 100% rename from tools/style_text_rec/engine/synthesisers.py rename to style_text_rec/engine/synthesisers.py diff --git a/tools/style_text_rec/engine/text_drawers.py b/style_text_rec/engine/text_drawers.py similarity index 100% rename from tools/style_text_rec/engine/text_drawers.py rename to style_text_rec/engine/text_drawers.py diff --git a/tools/style_text_rec/engine/writers.py b/style_text_rec/engine/writers.py similarity index 100% rename from tools/style_text_rec/engine/writers.py rename to style_text_rec/engine/writers.py diff --git a/tools/style_text_rec/examples/corpus/example.txt b/style_text_rec/examples/corpus/example.txt similarity index 100% rename from tools/style_text_rec/examples/corpus/example.txt rename to style_text_rec/examples/corpus/example.txt diff --git a/tools/style_text_rec/examples/image_list.txt b/style_text_rec/examples/image_list.txt similarity index 100% rename from tools/style_text_rec/examples/image_list.txt rename to style_text_rec/examples/image_list.txt diff --git a/tools/style_text_rec/examples/style_images/1.jpg b/style_text_rec/examples/style_images/1.jpg similarity index 100% rename from tools/style_text_rec/examples/style_images/1.jpg rename to style_text_rec/examples/style_images/1.jpg diff --git a/tools/style_text_rec/examples/style_images/2.jpg b/style_text_rec/examples/style_images/2.jpg similarity index 100% rename from tools/style_text_rec/examples/style_images/2.jpg rename to style_text_rec/examples/style_images/2.jpg diff --git a/tools/style_text_rec/fonts/ch_standard.ttf b/style_text_rec/fonts/ch_standard.ttf similarity index 100% rename from tools/style_text_rec/fonts/ch_standard.ttf rename to style_text_rec/fonts/ch_standard.ttf diff --git a/tools/style_text_rec/fonts/en_standard.ttf b/style_text_rec/fonts/en_standard.ttf similarity index 100% rename from tools/style_text_rec/fonts/en_standard.ttf rename to style_text_rec/fonts/en_standard.ttf diff --git a/tools/style_text_rec/fonts/ko_standard.ttf b/style_text_rec/fonts/ko_standard.ttf similarity index 100% rename from tools/style_text_rec/fonts/ko_standard.ttf rename to style_text_rec/fonts/ko_standard.ttf diff --git a/style_text_rec/tools/__init__.py b/style_text_rec/tools/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tools/style_text_rec/tools/synth_dataset.py b/style_text_rec/tools/synth_dataset.py similarity index 100% rename from tools/style_text_rec/tools/synth_dataset.py rename to style_text_rec/tools/synth_dataset.py diff --git a/tools/style_text_rec/tools/synth_image.py b/style_text_rec/tools/synth_image.py similarity index 71% rename from tools/style_text_rec/tools/synth_image.py rename to style_text_rec/tools/synth_image.py index b7d3c5d6..22cfb9ee 100644 --- a/tools/style_text_rec/tools/synth_image.py +++ b/style_text_rec/tools/synth_image.py @@ -15,6 +15,7 @@ import os import cv2 import sys import glob +from argparse import ArgumentParser, RawDescriptionHelpFormatter from engine.synthesisers import ImageSynthesiser @@ -24,11 +25,14 @@ sys.path.append(os.path.abspath(os.path.join(__dir__, '..'))) def synth_image(): + args = ArgsParser().parse_args() image_synthesiser = ImageSynthesiser() - img = cv2.imread("examples/style_images/1.jpg") - corpus = "PaddleOCR" - language = "en" - synth_result = image_synthesiser.synth_image(corpus, img, language) + style_image_path = args.style_image + img = cv2.imread(style_image_path) + text_corpus = args.text_corpus + language = args.language + + synth_result = image_synthesiser.synth_image(text_corpus, img, language) fake_fusion = synth_result["fake_fusion"] fake_text = synth_result["fake_text"] fake_bg = synth_result["fake_bg"] @@ -73,6 +77,26 @@ def batch_synth_images(): print(cno, corpus_num, sno, style_img_num) +class ArgsParser(ArgumentParser): + def __init__(self): + super(ArgsParser, self).__init__( + formatter_class=RawDescriptionHelpFormatter) + self.add_argument("-c", "--config", help="configuration file to use") + self.add_argument( + "--style_image", default="examples/style_images/1.jpg", help="tag for marking worker") + self.add_argument( + "--text_corpus", default="PaddleOCR", help="tag for marking worker") + self.add_argument( + "--language", default="en", help="tag for marking worker") + + def parse_args(self, argv=None): + args = super(ArgsParser, self).parse_args(argv) + assert args.config is not None, \ + "Please specify --config=configure_file_path." + return args + + + if __name__ == '__main__': # batch_synth_images() synth_image() diff --git a/style_text_rec/utils/__init__.py b/style_text_rec/utils/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/tools/style_text_rec/utils/config.py b/style_text_rec/utils/config.py similarity index 100% rename from tools/style_text_rec/utils/config.py rename to style_text_rec/utils/config.py diff --git a/tools/style_text_rec/utils/load_params.py b/style_text_rec/utils/load_params.py similarity index 100% rename from tools/style_text_rec/utils/load_params.py rename to style_text_rec/utils/load_params.py diff --git a/tools/style_text_rec/utils/logging.py b/style_text_rec/utils/logging.py similarity index 100% rename from tools/style_text_rec/utils/logging.py rename to style_text_rec/utils/logging.py diff --git a/tools/style_text_rec/utils/math_functions.py b/style_text_rec/utils/math_functions.py similarity index 100% rename from tools/style_text_rec/utils/math_functions.py rename to style_text_rec/utils/math_functions.py diff --git a/tools/style_text_rec/utils/sys_funcs.py b/style_text_rec/utils/sys_funcs.py similarity index 100% rename from tools/style_text_rec/utils/sys_funcs.py rename to style_text_rec/utils/sys_funcs.py -- GitLab

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