Skip to content

Latest commit

 

History

History
137 lines (106 loc) · 21.3 KB

models_list_en.md

File metadata and controls

137 lines (106 loc) · 21.3 KB
Raw

OCR Model List（V2.1, updated on 2022.4.28）

Note

  1. Compared with the model v2, the 3rd version of the detection model has a improvement in accuracy, and the 2.1 version of the recognition model has optimizations in accuracy and speed with CPU.
  2. Compared with models 1.1, which are trained with static graph programming paradigm, models 2.0 or higher are the dynamic graph trained version and achieve close performance.
  3. All models in this tutorial are all ppocr-series models, for more introduction of algorithms and models based on public dataset, you can refer to algorithm overview tutorial.

The downloadable models provided by PaddleOCR include inference model, trained model, pre-trained model and slim model. The differences between the models are as follows:

model type model format description
inference model inference.pdmodel、inference.pdiparams Used for inference based on Paddle inference engine，detail
trained model, pre-trained model *.pdparams、*.pdopt、*.states The checkpoints model saved in the training process, which stores the parameters of the model, mostly used for model evaluation and continuous training.
slim model *.nb Model compressed by PaddleSlim (a model compression tool using PaddlePaddle), which is suitable for mobile-side deployment scenarios (Paddle-Lite is needed for slim model deployment).

Relationship of the above models is as follows.

1. Text Detection Model

1. Chinese Detection Model

model name description config model size download
ch_PP-OCRv3_det_slim [New] slim quantization with distillation lightweight model, supporting Chinese, English, multilingual text detection ch_PP-OCRv3_det_cml.yml 1.1M inference model / trained model (coming soon) / slim model
ch_PP-OCRv3_det [New] Original lightweight model, supporting Chinese, English, multilingual text detection ch_PP-OCRv3_det_cml.yml 3.8M inference model / trained model
ch_PP-OCRv2_det_slim [New] slim quantization with distillation lightweight model, supporting Chinese, English, multilingual text detection ch_PP-OCRv2_det_cml.yml 3M inference model
ch_PP-OCRv2_det [New] Original lightweight model, supporting Chinese, English, multilingual text detection ch_PP-OCRv2_det_cml.yml 3M inference model / trained model
ch_ppocr_mobile_slim_v2.0_det Slim pruned lightweight model, supporting Chinese, English, multilingual text detection ch_det_mv3_db_v2.0.yml 2.6M inference model
ch_ppocr_mobile_v2.0_det Original lightweight model, supporting Chinese, English, multilingual text detection ch_det_mv3_db_v2.0.yml 3M inference model / trained model
ch_ppocr_server_v2.0_det General model, which is larger than the lightweight model, but achieved better performance ch_det_res18_db_v2.0.yml 47M inference model / trained model

1.2 English Detection Model

model name description config model size download
en_PP-OCRv3_det_slim [New] Slim qunatization with distillation lightweight detection model, supporting English ch_PP-OCRv3_det_cml.yml 1.1M inference model(coming soon) / trained model (coming soon) / slim model(coming soon)
ch_PP-OCRv3_det [New] Original lightweight detection model, supporting English ch_PP-OCRv3_det_cml.yml 3.8M inference model / trained model
  • Note: English configuration file is same as Chinese except training data, here we only provide one configuration file.

1.3 Multilingual Detection Model

model name description config model size download
ml_PP-OCRv3_det_slim [New] Slim qunatization with distillation lightweight detection model, supporting English ch_PP-OCRv3_det_cml.yml 1.1M inference model(coming soon) / trained model (coming soon) / slim model(coming soon)
ml_PP-OCRv3_det [New] Original lightweight detection model, supporting English ch_PP-OCRv3_det_cml.yml 3.8M inference model / trained model
  • Note: English configuration file is same as Chinese except training data, here we only provide one configuration file.

2. Text Recognition Model

2.1 Chinese Recognition Model

model name description config model size download
ch_PP-OCRv3_rec_slim [New] Slim qunatization with distillation lightweight model, supporting Chinese, English text recognition ch_PP-OCRv3_rec_distillation.yml 4.9M inference model / trained model / slim model
ch_PP-OCRv3_rec [New] Original lightweight model, supporting Chinese, English, multilingual text recognition ch_PP-OCRv3_rec_distillation.yml 12.4M inference model / trained model
ch_PP-OCRv2_rec_slim Slim qunatization with distillation lightweight model, supporting Chinese, English text recognition ch_PP-OCRv2_rec.yml 9M inference model / trained model
ch_PP-OCRv2_rec Original lightweight model, supporting Chinese, English, multilingual text recognition ch_PP-OCRv2_rec_distillation.yml 8.5M inference model / trained model
ch_ppocr_mobile_slim_v2.0_rec Slim pruned and quantized lightweight model, supporting Chinese, English and number recognition rec_chinese_lite_train_v2.0.yml 6M inference model / trained model
ch_ppocr_mobile_v2.0_rec Original lightweight model, supporting Chinese, English and number recognition rec_chinese_lite_train_v2.0.yml 5.2M inference model / trained model / pre-trained model
ch_ppocr_server_v2.0_rec General model, supporting Chinese, English and number recognition rec_chinese_common_train_v2.0.yml 94.8M inference model / trained model / pre-trained model

Note: The trained model is fine-tuned on the pre-trained model with real data and synthesized vertical text data, which achieved better performance in real scene. The pre-trained model is directly trained on the full amount of real data and synthesized data, which is more suitable for fine-tune on your own dataset.

2.2 English Recognition Model

model name description config model size download
en_PP-OCRv3_rec_slim [New] Slim qunatization with distillation lightweight model, supporting english, English text recognition en_PP-OCRv3_rec_distillation.yml 4.9M inference model(coming soon) / trained model (coming soon) / slim model(coming soon)
en_PP-OCRv3_rec [New] Original lightweight model, supporting english, English, multilingual text recognition en_PP-OCRv3_rec_distillation.yml 12.4M inference model / trained model
en_number_mobile_slim_v2.0_rec Slim pruned and quantized lightweight model, supporting English and number recognition rec_en_number_lite_train.yml 2.7M inference model / trained model
en_number_mobile_v2.0_rec Original lightweight model, supporting English and number recognition rec_en_number_lite_train.yml 2.6M inference model / trained model

2.3 Multilingual Recognition Model（Updating...）

model name dict file description config model size download
french_mobile_v2.0_rec ppocr/utils/dict/french_dict.txt Lightweight model for French recognition rec_french_lite_train.yml 2.65M inference model / trained model
german_mobile_v2.0_rec ppocr/utils/dict/german_dict.txt Lightweight model for German recognition rec_german_lite_train.yml 2.65M inference model / trained model
korean_mobile_v2.0_rec ppocr/utils/dict/korean_dict.txt Lightweight model for Korean recognition rec_korean_lite_train.yml 3.9M inference model / trained model
japan_mobile_v2.0_rec ppocr/utils/dict/japan_dict.txt Lightweight model for Japanese recognition rec_japan_lite_train.yml 4.23M inference model / trained model
chinese_cht_mobile_v2.0_rec ppocr/utils/dict/chinese_cht_dict.txt Lightweight model for chinese cht recognition rec_chinese_cht_lite_train.yml 5.63M inference model / trained model
te_mobile_v2.0_rec ppocr/utils/dict/te_dict.txt Lightweight model for Telugu recognition rec_te_lite_train.yml 2.63M inference model / trained model
ka_mobile_v2.0_rec ppocr/utils/dict/ka_dict.txt Lightweight model for Kannada recognition rec_ka_lite_train.yml 2.63M inference model / trained model
ta_mobile_v2.0_rec ppocr/utils/dict/ta_dict.txt Lightweight model for Tamil recognition rec_ta_lite_train.yml 2.63M inference model / trained model
latin_mobile_v2.0_rec ppocr/utils/dict/latin_dict.txt Lightweight model for latin recognition rec_latin_lite_train.yml 2.6M inference model / trained model
arabic_mobile_v2.0_rec ppocr/utils/dict/arabic_dict.txt Lightweight model for arabic recognition rec_arabic_lite_train.yml 2.6M inference model / trained model
cyrillic_mobile_v2.0_rec ppocr/utils/dict/cyrillic_dict.txt Lightweight model for cyrillic recognition rec_cyrillic_lite_train.yml 2.6M inference model / trained model
devanagari_mobile_v2.0_rec ppocr/utils/dict/devanagari_dict.txt Lightweight model for devanagari recognition rec_devanagari_lite_train.yml 2.6M inference model / trained model

For more supported languages, please refer to : Multi-language model

3. Text Angle Classification Model

model name description config model size download
ch_ppocr_mobile_slim_v2.0_cls Slim quantized model for text angle classification cls_mv3.yml 2.1M inference model / trained model
ch_ppocr_mobile_v2.0_cls Original model for text angle classification cls_mv3.yml 1.38M inference model / trained model

4. Paddle-Lite Model

Version Introduction Model size Detection model Text Direction model Recognition model Paddle-Lite branch
PP-OCRv2 extra-lightweight chinese OCR optimized model 11M download link download link download link v2.10
PP-OCRv2(slim) extra-lightweight chinese OCR optimized model 4.6M download link download link download link v2.10
PP-OCRv2 extra-lightweight chinese OCR optimized model 11M download link download link download link v2.9
PP-OCRv2(slim) extra-lightweight chinese OCR optimized model 4.9M download link download link download link v2.9
V2.0 ppocr_v2.0 extra-lightweight chinese OCR optimized model 7.8M download link download link download link v2.9
V2.0(slim) ppovr_v2.0 extra-lightweight chinese OCR optimized model 3.3M download link download link download link v2.9