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[TEXT RECOGNITION] Unseen Class & Class Imbalance 문제 해결을 위한 Character Decomposition #6

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penguin1109 opened this issue Nov 18, 2022 · 0 comments
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enhancement New feature or request

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penguin1109 commented Nov 18, 2022

  • 한글을 초성-중성-종성으로 분리하여 (=Character Decomposition) 총 52개의 한글 자음과 모음 class를 사용해 학습

  • 기존의 text recognition 모델과는 구조가 완전히 다르기 때문에 구현을 제대로 해야 함

  • 11/22(화)에 오세은 교수님과 면담후 구현을 완료할 예정

  • Transformer 기본 코드 구현

  • Vision Transformer 기본 코드 구현

  • Class Embedding Token을 사용해서 개채명 분류 시도

  • Text Detection 학습 코드 구현

  • Hangul Net에서 grapheme의 position encoding 구현 방법 연구 (면담 후 확정)

  • 구현 완료한 Hangul Net을 AIHUB 한국어 인쇄체 이미지로 학습

@penguin1109 penguin1109 moved this to In Progress in OCR Model Nov 18, 2022
@penguin1109 penguin1109 self-assigned this Nov 19, 2022
@penguin1109 penguin1109 added the enhancement New feature or request label Nov 19, 2022
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