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Unverified Commit 8bdc050c authored by Bin Lu's avatar Bin Lu Committed by GitHub
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Merge branch 'PaddlePaddle:dygraph' into dygraph

parents 7da39b93 cc01a59b
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configs/rec/multi_language/rec_german_lite_train.yml
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...@@ -16,7 +16,6 @@ Global: ...@@ -16,7 +16,6 @@ Global:
infer_img: infer_img:
# for data or label process # for data or label process
character_dict_path: ppocr/utils/dict/german_dict.txt character_dict_path: ppocr/utils/dict/german_dict.txt
character_type: german
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/multi_language/rec_japan_lite_train.yml
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...@@ -16,7 +16,6 @@ Global: ...@@ -16,7 +16,6 @@ Global:
infer_img: infer_img:
# for data or label process # for data or label process
character_dict_path: ppocr/utils/dict/japan_dict.txt character_dict_path: ppocr/utils/dict/japan_dict.txt
character_type: japan
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/multi_language/rec_korean_lite_train.yml
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...@@ -16,7 +16,6 @@ Global: ...@@ -16,7 +16,6 @@ Global:
infer_img: infer_img:
# for data or label process # for data or label process
character_dict_path: ppocr/utils/dict/korean_dict.txt character_dict_path: ppocr/utils/dict/korean_dict.txt
character_type: korean
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/multi_language/rec_latin_lite_train.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
use_visualdl: false use_visualdl: false
infer_img: null infer_img: null
character_dict_path: ppocr/utils/dict/latin_dict.txt character_dict_path: ppocr/utils/dict/latin_dict.txt
character_type: latin
max_text_length: 25 max_text_length: 25
infer_mode: false infer_mode: false
use_space_char: true use_space_char: true
......
configs/rec/rec_icdar15_train.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: doc/imgs_words_en/word_10.png infer_img: doc/imgs_words_en/word_10.png
# for data or label process # for data or label process
character_dict_path: ppocr/utils/en_dict.txt character_dict_path: ppocr/utils/en_dict.txt
character_type: EN
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/rec_mtb_nrtr.yml
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...@@ -14,11 +14,10 @@ Global: ...@@ -14,11 +14,10 @@ Global:
use_visualdl: False use_visualdl: False
infer_img: doc/imgs_words_en/word_10.png infer_img: doc/imgs_words_en/word_10.png
# for data or label process # for data or label process
character_dict_path: character_dict_path: ppocr/utils/EN_symbol_dict.txt
character_type: EN_symbol
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: True use_space_char: False
save_res_path: ./output/rec/predicts_nrtr.txt save_res_path: ./output/rec/predicts_nrtr.txt
Optimizer: Optimizer:
......
configs/rec/rec_mv3_none_bilstm_ctc.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: doc/imgs_words_en/word_10.png infer_img: doc/imgs_words_en/word_10.png
# for data or label process # for data or label process
character_dict_path: character_dict_path:
character_type: en
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/rec_mv3_none_none_ctc.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: doc/imgs_words_en/word_10.png infer_img: doc/imgs_words_en/word_10.png
# for data or label process # for data or label process
character_dict_path: character_dict_path:
character_type: en
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/rec_mv3_tps_bilstm_att.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: doc/imgs_words/ch/word_1.jpg infer_img: doc/imgs_words/ch/word_1.jpg
# for data or label process # for data or label process
character_dict_path: character_dict_path:
character_type: en
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/rec_mv3_tps_bilstm_ctc.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: doc/imgs_words_en/word_10.png infer_img: doc/imgs_words_en/word_10.png
# for data or label process # for data or label process
character_dict_path: character_dict_path:
character_type: en
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/rec_r31_sar.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: infer_img:
# for data or label process # for data or label process
character_dict_path: ppocr/utils/dict90.txt character_dict_path: ppocr/utils/dict90.txt
character_type: EN_symbol
max_text_length: 30 max_text_length: 30
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/rec_r34_vd_none_bilstm_ctc.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: doc/imgs_words_en/word_10.png infer_img: doc/imgs_words_en/word_10.png
# for data or label process # for data or label process
character_dict_path: character_dict_path:
character_type: en
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/rec_r34_vd_none_none_ctc.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: doc/imgs_words_en/word_10.png infer_img: doc/imgs_words_en/word_10.png
# for data or label process # for data or label process
character_dict_path: character_dict_path:
character_type: en
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/rec_r34_vd_tps_bilstm_att.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: doc/imgs_words/ch/word_1.jpg infer_img: doc/imgs_words/ch/word_1.jpg
# for data or label process # for data or label process
character_dict_path: character_dict_path:
character_type: en
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/rec_r34_vd_tps_bilstm_ctc.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: doc/imgs_words_en/word_10.png infer_img: doc/imgs_words_en/word_10.png
# for data or label process # for data or label process
character_dict_path: character_dict_path:
character_type: en
max_text_length: 25 max_text_length: 25
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
configs/rec/rec_r50_fpn_srn.yml
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...@@ -15,7 +15,6 @@ Global: ...@@ -15,7 +15,6 @@ Global:
infer_img: doc/imgs_words/ch/word_1.jpg infer_img: doc/imgs_words/ch/word_1.jpg
# for data or label process # for data or label process
character_dict_path: character_dict_path:
character_type: en
max_text_length: 25 max_text_length: 25
num_heads: 8 num_heads: 8
infer_mode: False infer_mode: False
......
configs/rec/rec_resnet_stn_bilstm_att.yml
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...@@ -14,8 +14,7 @@ Global: ...@@ -14,8 +14,7 @@ Global:
use_visualdl: False use_visualdl: False
infer_img: doc/imgs_words_en/word_10.png infer_img: doc/imgs_words_en/word_10.png
# for data or label process # for data or label process
character_dict_path: character_dict_path: ppocr/utils/EN_symbol_dict.txt
character_type: EN_symbol
max_text_length: 100 max_text_length: 100
infer_mode: False infer_mode: False
use_space_char: False use_space_char: False
......
doc/doc_ch/config.md
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...@@ -37,10 +37,9 @@ ...@@ -37,10 +37,9 @@
| checkpoints | 加载模型参数路径 | None | 用于中断后加载参数继续训练 | | checkpoints | 加载模型参数路径 | None | 用于中断后加载参数继续训练 |
| use_visualdl | 设置是否启用visualdl进行可视化log展示 | False | [教程地址](https://www.paddlepaddle.org.cn/paddle/visualdl) | | use_visualdl | 设置是否启用visualdl进行可视化log展示 | False | [教程地址](https://www.paddlepaddle.org.cn/paddle/visualdl) |
| infer_img | 设置预测图像路径或文件夹路径 | ./infer_img | \| | infer_img | 设置预测图像路径或文件夹路径 | ./infer_img | \|
| character_dict_path | 设置字典路径 | ./ppocr/utils/ppocr_keys_v1.txt | \ | | character_dict_path | 设置字典路径 | ./ppocr/utils/ppocr_keys_v1.txt | 如果为空，则默认使用小写字母+数字作为字典 |
| max_text_length | 设置文本最大长度 | 25 | \ | | max_text_length | 设置文本最大长度 | 25 | \ |
| character_type | 设置字符类型 | ch | en/ch, en时将使用默认dict，ch时使用自定义dict| | use_space_char | 设置是否识别空格 | True | |
| use_space_char | 设置是否识别空格 | True | 仅在 character_type=ch 时支持空格 |
| label_list | 设置方向分类器支持的角度 | ['0','180'] | 仅在方向分类器中生效 | | label_list | 设置方向分类器支持的角度 | ['0','180'] | 仅在方向分类器中生效 |
| save_res_path | 设置检测模型的结果保存地址 | ./output/det_db/predicts_db.txt | 仅在检测模型中生效 | | save_res_path | 设置检测模型的结果保存地址 | ./output/det_db/predicts_db.txt | 仅在检测模型中生效 |
...@@ -191,7 +190,6 @@ PaddleOCR目前已支持80种（除中文外）语种识别，`configs/rec/multi ...@@ -191,7 +190,6 @@ PaddleOCR目前已支持80种（除中文外）语种识别，`configs/rec/multi
use_gpu: True use_gpu: True
epoch_num: 500 epoch_num: 500
... ...
character_type: it # 需要识别的语种
character_dict_path: {path/of/dict} # 字典文件所在路径 character_dict_path: {path/of/dict} # 字典文件所在路径
Train: Train:
...@@ -212,17 +210,17 @@ PaddleOCR目前已支持80种（除中文外）语种识别，`configs/rec/multi ...@@ -212,17 +210,17 @@ PaddleOCR目前已支持80种（除中文外）语种识别，`configs/rec/multi
目前PaddleOCR支持的多语言算法有： 目前PaddleOCR支持的多语言算法有：
| 配置文件 | 算法名称 | backbone | trans | seq | pred | language | character_type | | 配置文件 | 算法名称 | backbone | trans | seq | pred | language |
| :--------: | :-------: | :-------: | :-------: | :-----: | :-----: | :-----: | :-----: | | :--------: | :-------: | :-------: | :-------: | :-----: | :-----: | :-----: |
| rec_chinese_cht_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 中文繁体 | chinese_cht| | rec_chinese_cht_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 中文繁体 |
| rec_en_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 英语（区分大小写） | EN | | rec_en_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 英语（区分大小写） |
| rec_french_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 法语 | french | | rec_french_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 法语 |
| rec_ger_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 德语 | german | | rec_ger_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 德语 |
| rec_japan_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 日语 | japan | | rec_japan_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 日语 |
| rec_korean_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 韩语 | korean | | rec_korean_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 韩语 |
| rec_latin_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 拉丁字母 | latin | | rec_latin_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 拉丁字母 |
| rec_arabic_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 阿拉伯字母 | ar | | rec_arabic_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 阿拉伯字母 |
| rec_cyrillic_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 斯拉夫字母 | cyrillic | | rec_cyrillic_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 斯拉夫字母 |
| rec_devanagari_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 梵文字母 | devanagari | | rec_devanagari_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 梵文字母 |
更多支持语种请参考: [多语言模型](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.1/doc/doc_ch/multi_languages.md#%E8%AF%AD%E7%A7%8D%E7%BC%A9%E5%86%99) 更多支持语种请参考: [多语言模型](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.1/doc/doc_ch/multi_languages.md#%E8%AF%AD%E7%A7%8D%E7%BC%A9%E5%86%99)
doc/doc_ch/inference.md
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...@@ -273,7 +273,7 @@ python3 tools/export_model.py -c configs/rec/rec_r34_vd_none_bilstm_ctc.yml -o G ...@@ -273,7 +273,7 @@ python3 tools/export_model.py -c configs/rec/rec_r34_vd_none_bilstm_ctc.yml -o G
CRNN 文本识别模型推理，可以执行如下命令： CRNN 文本识别模型推理，可以执行如下命令：
``` ```
python3 tools/infer/predict_rec.py --image_dir="./doc/imgs_words_en/word_336.png" --rec_model_dir="./inference/rec_crnn/" --rec_image_shape="3, 32, 100" --rec_char_type="en" python3 tools/infer/predict_rec.py --image_dir="./doc/imgs_words_en/word_336.png" --rec_model_dir="./inference/rec_crnn/" --rec_image_shape="3, 32, 100" --rec_char_dict_path="./ppocr/utils/ic15_dict.txt"
``` ```
![](../imgs_words_en/word_336.png) ![](../imgs_words_en/word_336.png)
...@@ -288,7 +288,7 @@ Predicts of ./doc/imgs_words_en/word_336.png:('super', 0.9999073) ...@@ -288,7 +288,7 @@ Predicts of ./doc/imgs_words_en/word_336.png:('super', 0.9999073)
- 训练时采用的图像分辨率不同，训练上述模型采用的图像分辨率是[3，32，100]，而中文模型训练时，为了保证长文本的识别效果，训练时采用的图像分辨率是[3, 32, 320]。预测推理程序默认的的形状参数是训练中文采用的图像分辨率，即[3, 32, 320]。因此，这里推理上述英文模型时，需要通过参数rec_image_shape设置识别图像的形状。 - 训练时采用的图像分辨率不同，训练上述模型采用的图像分辨率是[3，32，100]，而中文模型训练时，为了保证长文本的识别效果，训练时采用的图像分辨率是[3, 32, 320]。预测推理程序默认的的形状参数是训练中文采用的图像分辨率，即[3, 32, 320]。因此，这里推理上述英文模型时，需要通过参数rec_image_shape设置识别图像的形状。
- 字符列表，DTRB论文中实验只是针对26个小写英文本母和10个数字进行实验，总共36个字符。所有大小字符都转成了小写字符，不在上面列表的字符都忽略，认为是空格。因此这里没有输入字符字典，而是通过如下命令生成字典.因此在推理时需要设置参数rec_char_type，指定为英文"en"。 - 字符列表，DTRB论文中实验只是针对26个小写英文本母和10个数字进行实验，总共36个字符。所有大小字符都转成了小写字符，不在上面列表的字符都忽略，认为是空格。因此这里没有输入字符字典，而是通过如下命令生成字典.因此在推理时需要设置参数rec_char_dict_path，指定为英文字典"./ppocr/utils/ic15_dict.txt"。
``` ```
self.character_str = "0123456789abcdefghijklmnopqrstuvwxyz" self.character_str = "0123456789abcdefghijklmnopqrstuvwxyz"
...@@ -303,15 +303,15 @@ dict_character = list(self.character_str) ...@@ -303,15 +303,15 @@ dict_character = list(self.character_str)
python3 tools/infer/predict_rec.py --image_dir="./doc/imgs_words_en/word_336.png" \ python3 tools/infer/predict_rec.py --image_dir="./doc/imgs_words_en/word_336.png" \
--rec_model_dir="./inference/srn/" \ --rec_model_dir="./inference/srn/" \
--rec_image_shape="1, 64, 256" \ --rec_image_shape="1, 64, 256" \
--rec_char_type="en" \ --rec_char_dict_path="./ppocr/utils/ic15_dict.txt" \
--rec_algorithm="SRN" --rec_algorithm="SRN"
``` ```
### 4. 自定义文本识别字典的推理 ### 4. 自定义文本识别字典的推理
如果训练时修改了文本的字典，在使用inference模型预测时，需要通过`--rec_char_dict_path`指定使用的字典路径，并且设置 `rec_char_type=ch` 如果训练时修改了文本的字典，在使用inference模型预测时，需要通过`--rec_char_dict_path`指定使用的字典路径
``` ```
python3 tools/infer/predict_rec.py --image_dir="./doc/imgs_words_en/word_336.png" --rec_model_dir="./your inference model" --rec_image_shape="3, 32, 100" --rec_char_type="ch" --rec_char_dict_path="your text dict path" python3 tools/infer/predict_rec.py --image_dir="./doc/imgs_words_en/word_336.png" --rec_model_dir="./your inference model" --rec_image_shape="3, 32, 100" --rec_char_dict_path="your text dict path"
``` ```
<a name="多语言模型的推理"></a> <a name="多语言模型的推理"></a>
...@@ -320,7 +320,7 @@ python3 tools/infer/predict_rec.py --image_dir="./doc/imgs_words_en/word_336.png ...@@ -320,7 +320,7 @@ python3 tools/infer/predict_rec.py --image_dir="./doc/imgs_words_en/word_336.png
需要通过 `--vis_font_path` 指定可视化的字体路径，`doc/fonts/` 路径下有默认提供的小语种字体，例如韩文识别： 需要通过 `--vis_font_path` 指定可视化的字体路径，`doc/fonts/` 路径下有默认提供的小语种字体，例如韩文识别：
``` ```
python3 tools/infer/predict_rec.py --image_dir="./doc/imgs_words/korean/1.jpg" --rec_model_dir="./your inference model" --rec_char_type="korean" --rec_char_dict_path="ppocr/utils/dict/korean_dict.txt" --vis_font_path="doc/fonts/korean.ttf" python3 tools/infer/predict_rec.py --image_dir="./doc/imgs_words/korean/1.jpg" --rec_model_dir="./your inference model" --rec_char_dict_path="ppocr/utils/dict/korean_dict.txt" --vis_font_path="doc/fonts/korean.ttf"
``` ```
![](../imgs_words/korean/1.jpg) ![](../imgs_words/korean/1.jpg)
...@@ -388,7 +388,7 @@ python3 tools/infer/predict_system.py --image_dir="./doc/imgs/00018069.jpg" --de ...@@ -388,7 +388,7 @@ python3 tools/infer/predict_system.py --image_dir="./doc/imgs/00018069.jpg" --de
下面给出基于EAST文本检测和STAR-Net文本识别执行命令： 下面给出基于EAST文本检测和STAR-Net文本识别执行命令：
``` ```
python3 tools/infer/predict_system.py --image_dir="./doc/imgs_en/img_10.jpg" --det_model_dir="./inference/det_east/" --det_algorithm="EAST" --rec_model_dir="./inference/starnet/" --rec_image_shape="3, 32, 100" --rec_char_type="en" python3 tools/infer/predict_system.py --image_dir="./doc/imgs_en/img_10.jpg" --det_model_dir="./inference/det_east/" --det_algorithm="EAST" --rec_model_dir="./inference/starnet/" --rec_image_shape="3, 32, 100" --rec_char_dict_path="./ppocr/utils/ic15_dict.txt"
``` ```
执行命令后，识别结果图像如下： 执行命令后，识别结果图像如下：
......
doc/doc_ch/recognition.md
View file @ 8bdc050c
...@@ -159,7 +159,6 @@ PaddleOCR内置了一部分字典，可以按需使用。 ...@@ -159,7 +159,6 @@ PaddleOCR内置了一部分字典，可以按需使用。
- 自定义字典 - 自定义字典
如需自定义dic文件，请在 `configs/rec/rec_icdar15_train.yml` 中添加 `character_dict_path` 字段, 指向您的字典路径。 如需自定义dic文件，请在 `configs/rec/rec_icdar15_train.yml` 中添加 `character_dict_path` 字段, 指向您的字典路径。
并将 `character_type` 设置为 `ch`。
<a name="支持空格"></a> <a name="支持空格"></a>
### 1.4 添加空格类别 ### 1.4 添加空格类别
...@@ -246,8 +245,6 @@ Global: ...@@ -246,8 +245,6 @@ Global:
... ...
# 添加自定义字典，如修改字典请将路径指向新字典 # 添加自定义字典，如修改字典请将路径指向新字典
character_dict_path: ppocr/utils/ppocr_keys_v1.txt character_dict_path: ppocr/utils/ppocr_keys_v1.txt
# 修改字符类型
character_type: ch
... ...
# 识别空格 # 识别空格
use_space_char: True use_space_char: True
...@@ -311,18 +308,18 @@ PaddleOCR目前已支持80种（除中文外）语种识别，`configs/rec/multi ...@@ -311,18 +308,18 @@ PaddleOCR目前已支持80种（除中文外）语种识别，`configs/rec/multi
按语系划分，目前PaddleOCR支持的语种有： 按语系划分，目前PaddleOCR支持的语种有：
| 配置文件 | 算法名称 | backbone | trans | seq | pred | language | character_type | | 配置文件 | 算法名称 | backbone | trans | seq | pred | language |
| :--------: | :-------: | :-------: | :-------: | :-----: | :-----: | :-----: | :-----: | | :--------: | :-------: | :-------: | :-------: | :-----: | :-----: | :-----: |
| rec_chinese_cht_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 中文繁体 | chinese_cht| | rec_chinese_cht_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 中文繁体 |
| rec_en_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 英语（区分大小写） | EN | | rec_en_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 英语（区分大小写） |
| rec_french_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 法语 | french | | rec_french_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 法语 |
| rec_ger_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 德语 | german | | rec_ger_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 德语 |
| rec_japan_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 日语 | japan | | rec_japan_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 日语 |
| rec_korean_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 韩语 | korean | | rec_korean_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 韩语 |
| rec_latin_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 拉丁字母 | latin | | rec_latin_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 拉丁字母 |
| rec_arabic_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 阿拉伯字母 | ar | | rec_arabic_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 阿拉伯字母 |
| rec_cyrillic_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 斯拉夫字母 | cyrillic | | rec_cyrillic_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 斯拉夫字母 |
| rec_devanagari_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 梵文字母 | devanagari | | rec_devanagari_lite_train.yml | CRNN | Mobilenet_v3 small 0.5 | None | BiLSTM | ctc | 梵文字母 |
更多支持语种请参考: [多语言模型](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.1/doc/doc_ch/multi_languages.md#%E8%AF%AD%E7%A7%8D%E7%BC%A9%E5%86%99) 更多支持语种请参考: [多语言模型](https://github.com/PaddlePaddle/PaddleOCR/blob/release/2.1/doc/doc_ch/multi_languages.md#%E8%AF%AD%E7%A7%8D%E7%BC%A9%E5%86%99)
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