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Lednik7 authored Mar 6, 2022
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**Optical Character Recognition (OCR)**
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Lednik7/nto-ai-text-recognition/blob/main/train/ocr_model.ipynb)

- архитектура CRNN с бекбоном Resnet-34, предобученным на топ 1 модели соревнования [Digital Peter](https://github.com/sberbank-ai/digital_peter_aij2020) + аугментации
- архитектура CRNN с бекбоном Resnet-34, предобученным на топ 1 модели соревнования [Digital Peter](https://github.com/sberbank-ai/digital_peter_aij2020)

**Beam Search**
[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Lednik7/nto-ai-text-recognition/blob/main/dataset/make_kenlm_dataset_latest.ipynb)

- модель [KenLM](https://github.com/kpu/kenlm), обученная на данных сорвенования [Feedback](https://www.kaggle.com/c/feedback-prize-2021/data ) + задачи с тектом из Решу ОГЭ/ЕГЭ, а также [CTCDecoder](https://github.com/parlance/ctcdecode)
- модель [KenLM](https://github.com/kpu/kenlm), обученная на данных сорвенования [Feedback](https://www.kaggle.com/c/feedback-prize-2021/data ), Решу ОГЭ/ЕГЭ, а также [CTCDecoder](https://github.com/parlance/ctcdecode)

### Ресурсы & Submit
---
**Christofari** с **NVIDIA Tesla V100** и образом **jupyter-cuda10.1-tf2.3.0-pt1.6.0-gpu:0.0.82**

Мы не гарантируем поддержку сабмита всё время, поэтому предоставляем 2 ссылки:
[Google Drive](https://drive.google.com/file/d/13jbbnSuwn5g4ml_DIcvDm7AI1dMS8j4L/view?usp=sharing) и
[Yandex Drive](https://storage.yandexcloud.net/datasouls-ods/submissions/e7c3d807-0f20-4003-9935-977432b4d615/14eafde9/sub_8%281%29.zip)
[Yandex](https://storage.yandexcloud.net/datasouls-ods/submissions/e7c3d807-0f20-4003-9935-977432b4d615/14eafde9/sub_8%281%29.zip)

### Цитирование
```BibTeX
@misc{nto-ai-text-recognition,
author = {Arseniy Shahmatov and Gerasomiv Maxim},
title = {notebook-recognition},
howpublished = {\url{https://github.com/Lednik7/nto-ai-text-recognition}},
year = {2022}
}
```

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