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Helppy 팀의 Backend 전용 레포지토리입니다.

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Korean-OCR-Model-Design-based-on-Keras-CNN(한글 OCR 모델 설계)

한글의 경우 알파벳, 숫자와 달리 적은 데이터의 수, 이에 비해 많은 음절의 수로 인하여 OCR 인식률이 상대적으로 떨어져 발전에 한계가 있었다. 본 논문에서는 Keras CNN, 정수 인코딩을 이용하여 한글 OCR 프로그램을 설계했다. 학습에 필요한 양질의 데이터를 AI Hub 플랫폼에서 제공하였고, Hyper Parameter을 조절하면서 CNN 모델을 설계하였다. 설계 이후 고찰을 통해서, 향후 한글 OCR 기술이 발전하기 위한 방향을 제시하였다.
image
※ OCR이란 손글씨나 인쇄 글자를 인식하여 텍스트로 변환하는 기술을 의미 ※ e-mail : [email protected]

①서론

Keras CNN 구조

image

  • Convolutional layer : Edge 등의 각 pixel 간 연관되어 있는 특성을 추출하기 위한 filter 기능을 수행한다. 다수의 데이터를 활용한 학습을 통해서 Filter 의 계수를 획득한다.
  • Pooling layer : Subsampling 을 통해서 사이즈를 줄임으로써 Parameter 을 감소시켜 over fitting 문제를 해결한다.
  • Relu layer : 0보다 작으면 0으로, 크면 그대로 출력하는 활성화 함수가 포함된 Layer
  • Softmax layer : 최종적으로 입력받은 이미지를 특정 한글로 확률 값을 예측하는 Layer

한글 OCR(Optical Character Recognition)

우선 한글 자모음을 통해서 만들어지는 음절의 수는 다음과 같이 계산된다.

  • 초성 : ㄱㄲㄴㄷㄸㄹㅁㅂㅃㅅㅆㅇㅈㅉㅊㅋㅌㅍㅎ (19개)
  • 중성 : ㅏㅐㅑㅒㅓㅔㅕㅖㅗㅘㅙㅚㅛㅜㅝㅞㅟㅠㅡㅢㅣ (21개)
  • 종성 : ㄱㄲㄳㄴㄵㄶㄷㄹㄺㄻㄼㄽㄾㄿㅀㅁㅂㅄㅅㅆㅇㅈㅊㅋㅌㅍㅎ (27개)
    여기에서 종성이 없는 경우를 포함하여 계산을 하면
  • 19 × 21 × ( 27 + 1 ) = 11172자
    이 글자를 모두 인식하는 프로그램을 만드는 것은 시간, 메모리 소모가 상당하다. 따라서 실제 발음이 되고 한국어에서 사용빈도가 높은 글자를 추려낸 KS X 1001 완성형 에 포함된 한글 2350 자 만 추려내어 학습을 하기로 하였다.
    image

정수 인코딩(Integer Encoding)

  • 글자의 경우 그 자체가 Index가 되지 못하기 때문에 글자에 Index 부여
  • 이러한 각 글자에 고유한 정수를 mapping시키는 과정이 정수 인코딩(Integer Encoding)
  • Dictionary와 enumerate를 조합하여 Encoding, Decoding을 위한 두가지 Dictionary를 생성
  • 이러한 과정은 원핫 인코딩(One-Hot encoding) 과정에 앞서 필수적이다. image

②설계 과정

GPU 사용 설정

CPU만을 사용할 시 상당한 시간이 소요된다. 따라서 CUDA Toolkit 및 cuDNN를 설치하여 GPU를 사용하였다. image
※ 사용 GPU : GTX 1060 3GB

Dataset 선정

  • 한글 2350자를 학습하기 위해서는 양질의 데이터가 필요
  • AI Hub 플랫폼에서 광대한 양의 한글 Dataset을 보유
  • 각 Image 파일에 해당하는 정보를 Dictionary 형식으로 제공
  • 빈도 수 높은 264,385개 손글씨 및 인쇄체를 데이터로 선정(학습: 24만개, 평가: 24,385개) image

Image & text data Preparation

image

이미지를 불러온 후 32 x 32 size의 np array 타입으로 압축하였다. 또한 해당 데이터를 0~1 사이의 값으로 Normalize하였다.

image

각 텍스트에 맞게 정수 인코딩을 진행한 후 Keras 의 함수 to_categorical 을 이용하여 원 핫 인코딩을 하였다.

CNN Model 생성 후 Training

  • 각 Layer에서 Filter의 수는 시간 및 메모리를 고려하여 정확도를 높이도록 설정
  • Optimizer의 경우 RMSprop & Learning rate 0.001에서 최적의 학습효과
  • Total Epochs 는 Validation loss를 고려하여 20으로 설정
  • 한 Epoch당 약 55초의 시간 소모
    CNN_Model
    image
    training_1 training_2

③설계 결과

Loss & Accuracy

image 학습을 통해 구한 모델의 스펙 정리:

  • Training accuracy: 98.14%
  • Training loss : 0.067
  • Test accuracy : 97.84%
  • Test loss : 0.1666
  • Training Time : 55s 286us / Epoch

실제 데이터 테스트

image

총 Parameter 개수

image

④설계 고찰 및 개선점

  1. 98%가량의 정확도 : 낮은 정확도는 아니지만 영어, 숫자에 비해서는 상대적으로 떨어지는 정확도이다. 더 많은 학습 데이터가 필요하다.
  2. 모델의 큰 용량(52.5MB) : 한글의 경우 예측을 하기 위한 문자가 2350자 정도이므로 많은 Parameter가 필요함 정확도를 유지하면서 용량을 감소시킬 방법이 필요하다.
  3. 오래 걸리는 학습시간 : 한 Epoch당 1분 가량 소모되어 Hyper Parameter을 여러번 변경시키면서 학습하는 것이 제한되었다. Colab의 사용이 필요하다.

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