[OCR/AI] 네이버 클로바(Clova) OCR 모델 API 신청부터 직접 사용해보기(feat.코랩)
안녕하세요, 이번 포스팅에서는 국내 OCR 의 “전통적 강자” Naver Clova 의 OCR API를 사용하여 테스트 이미지를 인식해보겠습니다. OCR 테스를 위해서는 먼저 Naver 에 회원 가입이 되어있어야 합니다. Clova Console에 접속하여 OCR API 사용을 위한 준비를 마치고, Colab과 같은 jupyter notebook 환경에서 테스트를 진행해 보고자 합니다. 8가지 이상의 여러 OCR 서비스들을 테스트 해보았을 때, Clova의 OCR 서비스는 신청 및 사용 절차가 상대적으로 간편하고 documentation이 친절하게 되어 있는 편이라 처음 사용하시는 분들이 시도하기에 좋은 API라고 생각됩니다. 일반 OCR 모델 뿐만 아니라 영수증, 사업자등록증, 명함과 같은 특정 서류를 인식하는 특화 모델(specialized models)들도 다양하게 제공하고 있는 것으로 보아, Clova내부에서도 지속적으로 학습/투자하고 있는 서비스가 아닐까 생각됩니다.
0. Naver Clova OCR API 신청 하기
API호출을 위해서는 먼저 Domain 에서 도메인을 생성해야 합니다. 네이버에서 제공하는 공식 문서를 참고하여 순서대로 진행해보도록 하겠습니다.
0-1.회원가입
Naver Clova 홈페이지에 접속해서,Services 탭을 누르면 CLOVA OCR 서비스를 찾을 수 있습니다.
Services 탭을 누른 후 AI Services 밑에 있는 CLOVA OCR 클릭합니다.
0-2. 콘솔 도메인 이동
CLOVA OCR의 Domain으로 이동하면 도메인 생성 -> 일반 템플릿 을 눌러 모델을 생성합니다.
0-3. 도메인 생성
아래 내용을 참고하여 기입하여 도메인을 생성합니다.
요금:
기능 및 요금 안내페이지에서는 각 서비스별 이용에 대한 요금이 나옵니다. 일반 OCR 모델로 사진 한두장을 테스트하실 정도라면 비용 발생은 걱정하지 않으셔도 됩니다. 단, 고급 플랜을 사용하거나 특화모델의 경우 도메인 생성 및 유지 비용이 나올 수 있으니 유의하셔서 사용하시길 바랍니다.
0-4. API Getaway 연동
생성된 도메인이 도메인 페이지에 추가될 겁니다. 도메인 페이지의 옵션 에서 API Gateway 연동을 클릭합니다.
생성을 눌러 Secret Key를 생성합니다. Secret Key와 API Invoke URL 을 확인할 수 있습니다. 두 개의 키를 가지고 추후에 jupyter notebook 에서 API 호출을 할 겁니다.
자 이제 API 사용을 위한 모든 준비가 끝났습니다! 이제 코랩이나 jupyter notebook 환경으로 가볼게요.
1. 네이버 클로바 OCR API 사용 하기
아래는 이미지 1건에 대한 Upstage OCR 인식 결과, 5건의 multiple 이미지에 대한 결과, 그리고 이미지별 소요시간을 출력한 상세 코드 입니다.
5건의 이미지와 서비스별, 이미지별 소요시간 비교 그래프는 OCR 비교평가 포스팅에 별도로 정리해놓았으니, 서비스별 비교평가가 필요한 독자 분들은 해당 포스팅에서 확인할 수 있습니다.
1-0. 라이브러리 임포트
import time
import pandas as pd
import cv2
import json
import matplotlib.pyplot as plt
import shutil
import os
import random
try:
from PIL import Image
except ImportError:
import Image
import requests
import uuid
import time
import json
pd.set_option('display.max_rows', 500)
pd.set_option('display.max_columns', 500)
pd.set_option('display.width', 5000)
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
1-1. Basic Usage
json형식으로 결과가 출력된다
secret_key = YOUR_SECRET_KEY
api_url = API_INVOKE_URL
image_file = '/content/drive/MyDrive/ocr_test_images/한글_pdf_리포트_표.png'
request_json = {
'images': [
{
'format': 'jpg',
'name': 'demo'
}
],
'requestId': str(uuid.uuid4()),
'version': 'V2',
'timestamp': int(round(time.time() * 1000))
}
payload = {'message': json.dumps(request_json).encode('UTF-8')}
files = [
('file', open(image_file,'rb'))
]
headers = {
'X-OCR-SECRET': secret_key
}
response = requests.request("POST", api_url, headers=headers, data = payload, files = files)
print(response.text.encode('utf8'))
{"version":"V2","requestId":"e07ba259-2b43-4d3f-8f7c-55c0b66dd079","timestamp":1705646344272,"images":[{"uid":"52dc3284f79b407aba7d707ec290391c","name":"demo","inferResult":"SUCCESS","message":"SUCCESS","validationResult":{"result":"NO_REQUESTED"},"convertedImageInfo":{"width":583,"height":822,"pageIndex":0,"longImage":false},"fields":[{"valueType":"ALL","boundingPoly":{"vertices":[{"x":51.0,"y":34.0},{"x":76.0,"y":34.0},{"x":76.0,"y":46.0},{"x":51.0,"y":46.0}]},"inferText":"SPRi","inferConfidence":0.8933,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":76.0,"y":35.0},{"x":120.0,"y":35.0},{"x":120.0,"y":46.0},{"x":76.0,"y":46.0}]},"inferText":"\xec\x9d\xb4\xec\x8a\x88\xeb\xa6\xac\xed\x8f\xac\xed\x8a\xb8","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":121.0,"y":34.0},{"x":155.0,"y":34.0},{"x":155.0,"y":46.0},{"x":121.0,"y":46.0}]},"inferText":"IS-160","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":421.0,"y":35.0},{"x":457.0,"y":35.0},{"x":457.0,"y":46.0},{"x":421.0,"y":46.0}]},"inferText":"\xec\x83\x9d\xec\x84\xb1AI\xec\x9d\x98","inferConfidence":0.9997,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":459.0,"y":35.0},{"x":487.0,"y":35.0},{"x":487.0,"y":47.0},{"x":459.0,"y":47.0}]},"inferText":"\xeb\xb6\x80\xec\x83\x81\xea\xb3\xbc","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":488.0,"y":35.0},{"x":514.0,"y":35.0},{"x":514.0,"y":46.0},{"x":488.0,"y":46.0}]},"inferText":"\xec\x82\xb0\xec\x97\x85\xec\x9d\x98","inferConfidence":0.9997,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":517.0,"y":35.0},{"x":537.0,"y":35.0},{"x":537.0,"y":47.0},{"x":517.0,"y":47.0}]},"inferText":"\xec\x98\x81\xed\x96\xa5","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":50.0,"y":79.0},{"x":68.0,"y":79.0},{"x":68.0,"y":98.0},{"x":50.0,"y":98.0}]},"inferText":"1.","inferConfidence":0.7898,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":70.0,"y":76.0},{"x":111.0,"y":76.0},{"x":111.0,"y":101.0},{"x":70.0,"y":101.0}]},"inferText":"\xeb\x85\xbc\xec\x9d\x98","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":114.0,"y":76.0},{"x":153.0,"y":76.0},{"x":153.0,"y":101.0},{"x":114.0,"y":101.0}]},"inferText":"\xeb\xb0\xb0\xea\xb2\xbd","inferConfidence":0.9999,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":58.0,"y":119.0},{"x":80.0,"y":119.0},{"x":80.0,"y":132.0},{"x":58.0,"y":132.0}]},"inferText":"1.1","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":84.0,"y":117.0},{"x":138.0,"y":117.0},{"x":138.0,"y":134.0},{"x":84.0,"y":134.0}]},"inferText":"\xec\x83\x9d\xec\x84\xb1AI\xec\x9d\x98","inferConfidence":0.9992,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":141.0,"y":116.0},{"x":171.0,"y":116.0},{"x":171.0,"y":135.0},{"x":141.0,"y":135.0}]},"inferText":"\xeb\xb6\x80\xec\x83\x81","inferConfidence":0.9998,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":84.0,"y":153.0},{"x":143.0,"y":153.0},{"x":143.0,"y":170.0},{"x":84.0,"y":170.0}]},"inferText":"2022\xeb\x85\x84\xec\x9d\x80","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":147.0,"y":153.0},{"x":173.0,"y":153.0},{"x":173.0,"y":169.0},{"x":147.0,"y":169.0}]},"inferText":"\xec\xa3\xbc\xec\x9a\x94","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":178.0,"y":153.0},{"x":216.0,"y":153.0},{"x":216.0,"y":170.0},{"x":178.0,"y":170.0}]},"inferText":"\xeb\xb9\x85\xed\x85\x8c\xed\x81\xac","inferConfidence":0.9975,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":219.0,"y":153.0},{"x":271.0,"y":153.0},{"x":271.0,"y":170.0},{"x":219.0,"y":170.0}]},"inferText":"\xea\xb8\xb0\xec\x97\x85\xeb\x93\xa4\xec\x9d\x98","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":273.0,"y":153.0},{"x":326.0,"y":153.0},{"x":326.0,"y":170.0},{"x":273.0,"y":170.0}]},"inferText":"\xec\x83\x9d\xec\x84\xb1AI\xea\xb0\x80","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":327.0,"y":153.0},{"x":391.0,"y":153.0},{"x":391.0,"y":170.0},{"x":327.0,"y":170.0}]},"inferText":"\xeb\xb3\xb8\xea\xb2\xa9\xec\xa0\x81\xec\x9c\xbc\xeb\xa1\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":393.0,"y":153.0},{"x":434.0,"y":153.0},{"x":434.0,"y":170.0},{"x":393.0,"y":170.0}]},"inferText":"\xea\xb3\xb5\xea\xb0\x9c\xeb\x90\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":436.0,"y":153.0},{"x":471.0,"y":153.0},{"x":471.0,"y":170.0},{"x":436.0,"y":170.0}]},"inferText":"\xed\x95\x9c\xed\x95\xb4","inferConfidence":0.8084,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":76.0,"y":186.0},{"x":87.0,"y":186.0},{"x":87.0,"y":197.0},{"x":76.0,"y":197.0}]},"inferText":"o","inferConfidence":0.5976,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":91.0,"y":183.0},{"x":119.0,"y":183.0},{"x":119.0,"y":200.0},{"x":91.0,"y":200.0}]},"inferText":"\xec\x83\x9d\xec\x84\xb1","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":124.0,"y":184.0},{"x":213.0,"y":184.0},{"x":213.0,"y":197.0},{"x":124.0,"y":197.0}]},"inferText":"AI(Generative","inferConfidence":0.9964,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":219.0,"y":183.0},{"x":253.0,"y":183.0},{"x":253.0,"y":200.0},{"x":219.0,"y":200.0}]},"inferText":"AI)\xeb\x8a\x94","inferConfidence":0.9988,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":259.0,"y":183.0},{"x":299.0,"y":183.0},{"x":299.0,"y":200.0},{"x":259.0,"y":200.0}]},"inferText":"\xec\x9e\x85\xeb\xa0\xa5\xeb\x90\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":304.0,"y":183.0},{"x":357.0,"y":183.0},{"x":357.0,"y":200.0},{"x":304.0,"y":200.0}]},"inferText":"\xeb\x8d\xb0\xec\x9d\xb4\xed\x84\xb0\xeb\xa5\xbc","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":360.0,"y":183.0},{"x":389.0,"y":183.0},{"x":389.0,"y":200.0},{"x":360.0,"y":200.0}]},"inferText":"\xed\x86\xb5\xed\x95\xb4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":393.0,"y":183.0},{"x":447.0,"y":183.0},{"x":447.0,"y":200.0},{"x":393.0,"y":200.0}]},"inferText":"\xec\x82\xac\xec\x9a\xa9\xec\x9e\x90\xea\xb0\x80","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":451.0,"y":183.0},{"x":492.0,"y":183.0},{"x":492.0,"y":200.0},{"x":451.0,"y":200.0}]},"inferText":"\xec\x9b\x90\xed\x95\x98\xeb\x8a\x94","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":497.0,"y":183.0},{"x":537.0,"y":183.0},{"x":537.0,"y":200.0},{"x":497.0,"y":200.0}]},"inferText":"\xea\xb2\xb0\xea\xb3\xbc\xeb\xa5\xbc","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":91.0,"y":205.0},{"x":131.0,"y":205.0},{"x":131.0,"y":222.0},{"x":91.0,"y":222.0}]},"inferText":"\xec\x9c\xa0\xec\xb6\x94\xed\x95\xb4","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":134.0,"y":205.0},{"x":177.0,"y":205.0},{"x":177.0,"y":221.0},{"x":134.0,"y":221.0}]},"inferText":"\xed\x85\x8d\xec\x8a\xa4\xed\x8a\xb8,","inferConfidence":0.9967,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":181.0,"y":206.0},{"x":224.0,"y":206.0},{"x":224.0,"y":221.0},{"x":181.0,"y":221.0}]},"inferText":"\xec\x98\xa4\xeb\x94\x94\xec\x98\xa4,","inferConfidence":0.9987,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":228.0,"y":205.0},{"x":268.0,"y":205.0},{"x":268.0,"y":222.0},{"x":228.0,"y":222.0}]},"inferText":"\xeb\xb9\x84\xeb\x94\x94\xec\x98\xa4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":271.0,"y":205.0},{"x":310.0,"y":205.0},{"x":310.0,"y":222.0},{"x":271.0,"y":222.0}]},"inferText":"\xed\x98\x95\xed\x83\x9c\xec\x9d\x98","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":313.0,"y":205.0},{"x":365.0,"y":205.0},{"x":365.0,"y":222.0},{"x":313.0,"y":222.0}]},"inferText":"\xea\xb2\xb0\xea\xb3\xbc\xeb\xac\xbc\xec\x9d\x84","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":368.0,"y":205.0},{"x":407.0,"y":205.0},{"x":407.0,"y":222.0},{"x":368.0,"y":222.0}]},"inferText":"\xeb\xa7\x8c\xeb\x93\xa4\xec\x96\xb4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":411.0,"y":205.0},{"x":440.0,"y":205.0},{"x":440.0,"y":222.0},{"x":411.0,"y":222.0}]},"inferText":"\xeb\x82\xb4\xeb\x8a\x94","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":441.0,"y":207.0},{"x":458.0,"y":207.0},{"x":458.0,"y":220.0},{"x":441.0,"y":220.0}]},"inferText":"AI","inferConfidence":0.9269,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":460.0,"y":205.0},{"x":513.0,"y":205.0},{"x":513.0,"y":222.0},{"x":460.0,"y":222.0}]},"inferText":"\xec\x95\x8c\xea\xb3\xa0\xeb\xa6\xac\xec\xa6\x98","inferConfidence":0.9997,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":88.0,"y":239.0},{"x":98.0,"y":239.0},{"x":98.0,"y":247.0},{"x":88.0,"y":247.0}]},"inferText":"-","inferConfidence":0.9982,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":105.0,"y":235.0},{"x":150.0,"y":235.0},{"x":150.0,"y":250.0},{"x":105.0,"y":250.0}]},"inferText":"2022\xeb\x85\x84","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":153.0,"y":234.0},{"x":188.0,"y":234.0},{"x":188.0,"y":251.0},{"x":153.0,"y":251.0}]},"inferText":"\xed\x95\x9c\xed\x95\xb4","inferConfidence":0.8737,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":189.0,"y":234.0},{"x":218.0,"y":234.0},{"x":218.0,"y":251.0},{"x":189.0,"y":251.0}]},"inferText":"\xeb\x8f\x99\xec\x95\x88","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":220.0,"y":235.0},{"x":250.0,"y":235.0},{"x":250.0,"y":250.0},{"x":220.0,"y":250.0}]},"inferText":"\xec\x96\xb8\xec\x96\xb4,","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":253.0,"y":234.0},{"x":285.0,"y":234.0},{"x":285.0,"y":251.0},{"x":253.0,"y":251.0}]},"inferText":"\xec\x9d\x8c\xec\x84\xb1,","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":287.0,"y":234.0},{"x":327.0,"y":234.0},{"x":327.0,"y":251.0},{"x":287.0,"y":251.0}]},"inferText":"\xeb\xb9\x84\xeb\x94\x94\xec\x98\xa4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":328.0,"y":234.0},{"x":367.0,"y":234.0},{"x":367.0,"y":251.0},{"x":328.0,"y":251.0}]},"inferText":"\xeb\x93\xb1\xec\x97\x90\xec\x84\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":371.0,"y":234.0},{"x":410.0,"y":234.0},{"x":410.0,"y":251.0},{"x":371.0,"y":251.0}]},"inferText":"\xec\xa3\xbc\xec\x9a\x94\xed\x95\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":412.0,"y":234.0},{"x":439.0,"y":234.0},{"x":439.0,"y":251.0},{"x":412.0,"y":251.0}]},"inferText":"\xec\x83\x9d\xec\x84\xb1","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":441.0,"y":234.0},{"x":481.0,"y":234.0},{"x":481.0,"y":252.0},{"x":441.0,"y":252.0}]},"inferText":"\xeb\xaa\xa8\xeb\x8d\xb8\xec\x9d\xb4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":483.0,"y":234.0},{"x":514.0,"y":234.0},{"x":514.0,"y":251.0},{"x":483.0,"y":251.0}]},"inferText":"\xeb\x93\xb1\xec\x9e\xa5","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":101.0,"y":260.0},{"x":109.0,"y":260.0},{"x":109.0,"y":266.0},{"x":101.0,"y":266.0}]},"inferText":"*","inferConfidence":0.9912,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":113.0,"y":256.0},{"x":155.0,"y":257.0},{"x":155.0,"y":267.0},{"x":113.0,"y":266.0}]},"inferText":"(\xec\x96\xb8\xec\x96\xb4)","inferConfidence":0.9966,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":160.0,"y":257.0},{"x":215.0,"y":257.0},{"x":215.0,"y":269.0},{"x":160.0,"y":269.0}]},"inferText":"DeepMind","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":219.0,"y":256.0},{"x":294.0,"y":256.0},{"x":294.0,"y":269.0},{"x":219.0,"y":269.0}]},"inferText":"Chinchilla(7B,","inferConfidence":0.9987,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":298.0,"y":256.0},{"x":336.0,"y":256.0},{"x":336.0,"y":269.0},{"x":298.0,"y":269.0}]},"inferText":"\'22.3).","inferConfidence":0.9355,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":341.0,"y":257.0},{"x":380.0,"y":258.0},{"x":379.0,"y":268.0},{"x":341.0,"y":267.0}]},"inferText":"Google","inferConfidence":0.9991,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":385.0,"y":256.0},{"x":452.0,"y":256.0},{"x":452.0,"y":269.0},{"x":385.0,"y":269.0}]},"inferText":"PALM(540B,","inferConfidence":0.9912,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":456.0,"y":256.0},{"x":494.0,"y":256.0},{"x":494.0,"y":269.0},{"x":456.0,"y":269.0}]},"inferText":"\'22.4).","inferConfidence":0.9656,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":498.0,"y":258.0},{"x":534.0,"y":258.0},{"x":534.0,"y":268.0},{"x":498.0,"y":268.0}]},"inferText":"Meta\xec\x9d\x98","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":111.0,"y":272.0},{"x":208.0,"y":272.0},{"x":208.0,"y":285.0},{"x":111.0,"y":285.0}]},"inferText":"OPT-1758(\'22.5).","inferConfidence":0.9495,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":211.0,"y":272.0},{"x":277.0,"y":272.0},{"x":277.0,"y":285.0},{"x":211.0,"y":285.0}]},"inferText":"\xed\x97\x88\xea\xb9\x85\xed\x8e\x98\xec\x9d\xb4\xec\x8a\xa4\xec\x9d\x98","inferConfidence":0.9997,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":282.0,"y":272.0},{"x":324.0,"y":272.0},{"x":324.0,"y":285.0},{"x":282.0,"y":285.0}]},"inferText":"BLOOM","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":327.0,"y":272.0},{"x":365.0,"y":272.0},{"x":365.0,"y":285.0},{"x":327.0,"y":285.0}]},"inferText":"(176B,","inferConfidence":0.9176,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":368.0,"y":272.0},{"x":404.0,"y":272.0},{"x":404.0,"y":285.0},{"x":368.0,"y":285.0}]},"inferText":"\'22.7).","inferConfidence":0.9185,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":409.0,"y":273.0},{"x":489.0,"y":273.0},{"x":489.0,"y":283.0},{"x":409.0,"y":283.0}]},"inferText":"ChatGPT(175B,","inferConfidence":0.9734,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":494.0,"y":272.0},{"x":537.0,"y":272.0},{"x":537.0,"y":285.0},{"x":494.0,"y":285.0}]},"inferText":"\'22.11),","inferConfidence":0.9442,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":112.0,"y":291.0},{"x":151.0,"y":291.0},{"x":151.0,"y":302.0},{"x":112.0,"y":301.0}]},"inferText":"OpenAl","inferConfidence":0.9669,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":154.0,"y":289.0},{"x":231.0,"y":289.0},{"x":231.0,"y":302.0},{"x":154.0,"y":302.0}]},"inferText":"GPT-4(\'23.3),","inferConfidence":0.9712,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":235.0,"y":291.0},{"x":270.0,"y":291.0},{"x":270.0,"y":301.0},{"x":235.0,"y":301.0}]},"inferText":"Meta\xec\x9d\x98","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":274.0,"y":289.0},{"x":313.0,"y":289.0},{"x":313.0,"y":302.0},{"x":274.0,"y":302.0}]},"inferText":"LLAMA","inferConfidence":0.9994,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":316.0,"y":291.0},{"x":367.0,"y":291.0},{"x":367.0,"y":301.0},{"x":316.0,"y":301.0}]},"inferText":"(7B~65B,","inferConfidence":0.9854,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":372.0,"y":289.0},{"x":404.0,"y":289.0},{"x":404.0,"y":302.0},{"x":372.0,"y":302.0}]},"inferText":"\'23.2)","inferConfidence":0.9832,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":408.0,"y":291.0},{"x":429.0,"y":291.0},{"x":429.0,"y":301.0},{"x":408.0,"y":301.0}]},"inferText":"(8\xeb\x8a\x94","inferConfidence":0.9513,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":431.0,"y":291.0},{"x":461.0,"y":291.0},{"x":461.0,"y":302.0},{"x":431.0,"y":302.0}]},"inferText":"\xec\x8b\xad\xec\x96\xb5\xea\xb0\x9c","inferConfidence":0.9658,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":462.0,"y":290.0},{"x":505.0,"y":290.0},{"x":505.0,"y":301.0},{"x":462.0,"y":301.0}]},"inferText":"\xed\x8c\x8c\xeb\x9d\xbc\xeb\xaf\xb8\xed\x84\xb0)","inferConfidence":0.9995,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":122.0,"y":312.0},{"x":165.0,"y":312.0},{"x":165.0,"y":322.0},{"x":122.0,"y":322.0}]},"inferText":"(\xec\x9d\xb4\xeb\xaf\xb8\xec\xa7\x80)","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":175.0,"y":311.0},{"x":213.0,"y":311.0},{"x":213.0,"y":324.0},{"x":175.0,"y":324.0}]},"inferText":"Meta\xec\x9d\x98","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":225.0,"y":312.0},{"x":343.0,"y":312.0},{"x":343.0,"y":322.0},{"x":225.0,"y":322.0}]},"inferText":"Make-A-Scenee(\'22.3)","inferConfidence":0.9485,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":354.0,"y":313.0},{"x":402.0,"y":312.0},{"x":402.0,"y":322.0},{"x":354.0,"y":323.0}]},"inferText":"OpenAI\xec\x9d\x98","inferConfidence":0.9989,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":414.0,"y":311.0},{"x":465.0,"y":311.0},{"x":465.0,"y":324.0},{"x":414.0,"y":324.0}]},"inferText":"DALL-E2","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":475.0,"y":312.0},{"x":535.0,"y":312.0},{"x":535.0,"y":323.0},{"x":475.0,"y":323.0}]},"inferText":"\xea\xb3\xb5\xea\xb0\x9c(\'22.4),","inferConfidence":0.9749,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":112.0,"y":330.0},{"x":160.0,"y":329.0},{"x":160.0,"y":339.0},{"x":112.0,"y":340.0}]},"inferText":"Google\xec\x9d\x98","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":167.0,"y":330.0},{"x":241.0,"y":329.0},{"x":241.0,"y":339.0},{"x":167.0,"y":340.0}]},"inferText":"Imagen(22.5)","inferConfidence":0.992,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":247.0,"y":329.0},{"x":323.0,"y":329.0},{"x":323.0,"y":341.0},{"x":247.0,"y":341.0}]},"inferText":"\xec\x8a\xa4\xed\x83\x9c\xeb\xb9\x8c\xeb\xa6\xac\xed\x8b\xb0AI\xec\x9d\x98","inferConfidence":0.9998,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":329.0,"y":329.0},{"x":365.0,"y":329.0},{"x":365.0,"y":341.0},{"x":329.0,"y":341.0}]},"inferText":"Stable","inferConfidence":0.9991,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":369.0,"y":328.0},{"x":418.0,"y":328.0},{"x":418.0,"y":341.0},{"x":369.0,"y":341.0}]},"inferText":"Diffusion","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":422.0,"y":328.0},{"x":464.0,"y":328.0},{"x":464.0,"y":341.0},{"x":422.0,"y":341.0}]},"inferText":"(\'22.8)","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":468.0,"y":329.0},{"x":535.0,"y":329.0},{"x":535.0,"y":341.0},{"x":468.0,"y":341.0}]},"inferText":"\xeb\xaf\xb8\xeb\x93\x9c\xec\xa0\x80\xeb\x8b\x88\xeb\x9e\xa9\xec\x9d\x98","inferConfidence":0.9989,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":113.0,"y":346.0},{"x":168.0,"y":347.0},{"x":168.0,"y":356.0},{"x":113.0,"y":354.0}]},"inferText":"Midiourney","inferConfidence":0.9982,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":172.0,"y":344.0},{"x":210.0,"y":344.0},{"x":210.0,"y":357.0},{"x":172.0,"y":357.0}]},"inferText":"(\'22.7)","inferConfidence":0.9994,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":123.0,"y":368.0},{"x":202.0,"y":368.0},{"x":202.0,"y":378.0},{"x":123.0,"y":378.0}]},"inferText":"(\xec\x98\xa4\xeb\x94\x94\xec\x98\xa4\xc2\xb7\xeb\xb9\x84\xeb\x94\x94\xec\x98\xa4)","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":206.0,"y":367.0},{"x":244.0,"y":367.0},{"x":244.0,"y":379.0},{"x":206.0,"y":379.0}]},"inferText":"Meta\xec\x9d\x98","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":248.0,"y":367.0},{"x":366.0,"y":367.0},{"x":366.0,"y":379.0},{"x":248.0,"y":379.0}]},"inferText":"Make-A-Video(\'22.9).","inferConfidence":0.9665,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":368.0,"y":368.0},{"x":410.0,"y":368.0},{"x":410.0,"y":380.0},{"x":368.0,"y":380.0}]},"inferText":"Google","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":413.0,"y":368.0},{"x":500.0,"y":368.0},{"x":500.0,"y":378.0},{"x":413.0,"y":378.0}]},"inferText":"MusicLM(\xec\x98\xa4\xeb\x94\x94\xec\x98\xa4.","inferConfidence":0.9576,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":501.0,"y":367.0},{"x":537.0,"y":367.0},{"x":537.0,"y":379.0},{"x":501.0,"y":379.0}]},"inferText":"23.1).","inferConfidence":0.9764,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":112.0,"y":384.0},{"x":145.0,"y":384.0},{"x":145.0,"y":395.0},{"x":112.0,"y":395.0}]},"inferText":"\xeb\x9f\xb0\xec\x9b\xa8\xec\x9d\xb4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":150.0,"y":385.0},{"x":215.0,"y":385.0},{"x":215.0,"y":395.0},{"x":150.0,"y":395.0}]},"inferText":"Gen-1(\xec\x98\x81\xec\x83\x81,","inferConfidence":0.9926,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":219.0,"y":383.0},{"x":257.0,"y":383.0},{"x":257.0,"y":396.0},{"x":219.0,"y":396.0}]},"inferText":"\'23.2).","inferConfidence":0.99,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":260.0,"y":385.0},{"x":325.0,"y":385.0},{"x":325.0,"y":395.0},{"x":260.0,"y":395.0}]},"inferText":"Gen-2(\xec\x98\x81\xec\x83\x81,","inferConfidence":0.9953,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":329.0,"y":383.0},{"x":362.0,"y":383.0},{"x":362.0,"y":396.0},{"x":329.0,"y":396.0}]},"inferText":"\'23.3)","inferConfidence":0.959,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":86.0,"y":417.0},{"x":157.0,"y":417.0},{"x":157.0,"y":432.0},{"x":86.0,"y":432.0}]},"inferText":"OpenAI\xeb\x8a\x94\xeb\x8a\x94","inferConfidence":0.9276,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":161.0,"y":417.0},{"x":217.0,"y":417.0},{"x":217.0,"y":429.0},{"x":161.0,"y":429.0}]},"inferText":"ChatGPT","inferConfidence":0.9995,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":222.0,"y":416.0},{"x":261.0,"y":416.0},{"x":261.0,"y":432.0},{"x":222.0,"y":432.0}]},"inferText":"\xec\xb6\x9c\xec\x8b\x9c\xeb\xa1\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":263.0,"y":416.0},{"x":302.0,"y":416.0},{"x":302.0,"y":432.0},{"x":263.0,"y":432.0}]},"inferText":"\xec\x83\x9d\xec\x84\xb1AI","inferConfidence":0.9968,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":306.0,"y":416.0},{"x":345.0,"y":416.0},{"x":345.0,"y":434.0},{"x":306.0,"y":434.0}]},"inferText":"\xec\x8b\x9c\xeb\x8c\x80\xec\x9d\x98","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":348.0,"y":416.0},{"x":399.0,"y":416.0},{"x":399.0,"y":434.0},{"x":348.0,"y":434.0}]},"inferText":"\xeb\xb3\xb8\xea\xb2\xa9\xec\xa0\x81\xec\x9d\xb8","inferConfidence":0.9996,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":402.0,"y":416.0},{"x":443.0,"y":416.0},{"x":443.0,"y":432.0},{"x":402.0,"y":432.0}]},"inferText":"\xeb\x8f\x84\xeb\x9e\x98\xeb\xa5\xbc","inferConfidence":0.9966,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":445.0,"y":416.0},{"x":473.0,"y":416.0},{"x":473.0,"y":433.0},{"x":445.0,"y":433.0}]},"inferText":"\xec\x95\x8c\xeb\xa6\xbc","inferConfidence":0.9997,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":78.0,"y":449.0},{"x":86.0,"y":449.0},{"x":86.0,"y":457.0},{"x":78.0,"y":457.0}]},"inferText":"0","inferConfidence":0.4631,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":92.0,"y":445.0},{"x":163.0,"y":445.0},{"x":163.0,"y":461.0},{"x":92.0,"y":461.0}]},"inferText":"OpenAI\xec\x9d\x98","inferConfidence":0.8992,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":170.0,"y":446.0},{"x":228.0,"y":446.0},{"x":228.0,"y":459.0},{"x":170.0,"y":459.0}]},"inferText":"ChatGPT","inferConfidence":0.999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":234.0,"y":445.0},{"x":262.0,"y":445.0},{"x":262.0,"y":462.0},{"x":234.0,"y":462.0}]},"inferText":"\xeb\x93\xb1\xec\x9e\xa5","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":268.0,"y":445.0},{"x":296.0,"y":445.0},{"x":296.0,"y":462.0},{"x":268.0,"y":462.0}]},"inferText":"\xec\x9d\xb4\xed\x9b\x84","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":301.0,"y":445.0},{"x":329.0,"y":445.0},{"x":329.0,"y":462.0},{"x":301.0,"y":462.0}]},"inferText":"\xea\xb8\xb0\xec\xa1\xb4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":334.0,"y":445.0},{"x":411.0,"y":445.0},{"x":411.0,"y":462.0},{"x":334.0,"y":462.0}]},"inferText":"\xeb\xb9\x85\xed\x85\x8c\xed\x81\xac\xea\xb8\xb0\xec\x97\x85\xea\xb3\xbc","inferConfidence":0.9772,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":415.0,"y":445.0},{"x":492.0,"y":445.0},{"x":492.0,"y":462.0},{"x":415.0,"y":462.0}]},"inferText":"\xec\x8a\xa4\xed\x83\x80\xed\x8a\xb8\xec\x97\x85\xec\x97\x90\xec\x84\x9c","inferConfidence":0.9998,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":497.0,"y":445.0},{"x":537.0,"y":445.0},{"x":537.0,"y":462.0},{"x":497.0,"y":462.0}]},"inferText":"\xec\xb4\x88\xea\xb1\xb0\xeb\x8c\x80","inferConfidence":0.9999,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":92.0,"y":468.0},{"x":179.0,"y":468.0},{"x":179.0,"y":484.0},{"x":92.0,"y":484.0}]},"inferText":"\xec\x96\xb8\xec\x96\xb4\xeb\xaa\xa8\xeb\x8d\xb8(LLM)","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":184.0,"y":468.0},{"x":224.0,"y":468.0},{"x":224.0,"y":484.0},{"x":184.0,"y":484.0}]},"inferText":"\xec\xa4\x91\xec\x8b\xac\xec\x9d\x98","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":226.0,"y":468.0},{"x":266.0,"y":468.0},{"x":266.0,"y":484.0},{"x":226.0,"y":484.0}]},"inferText":"AI\xec\x83\x9d\xec\x84\xb1","inferConfidence":0.9995,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":269.0,"y":468.0},{"x":298.0,"y":468.0},{"x":298.0,"y":484.0},{"x":269.0,"y":484.0}]},"inferText":"\xeb\xaa\xa8\xeb\x8d\xb8","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":300.0,"y":468.0},{"x":329.0,"y":468.0},{"x":329.0,"y":484.0},{"x":300.0,"y":484.0}]},"inferText":"\xea\xb2\xbd\xec\x9f\x81","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":331.0,"y":467.0},{"x":372.0,"y":467.0},{"x":372.0,"y":484.0},{"x":331.0,"y":484.0}]},"inferText":"\xeb\xb3\xb8\xea\xb2\xa9\xed\x99\x94","inferConfidence":0.9999,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":88.0,"y":501.0},{"x":100.0,"y":501.0},{"x":100.0,"y":511.0},{"x":88.0,"y":511.0}]},"inferText":"-","inferConfidence":0.9973,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":106.0,"y":498.0},{"x":272.0,"y":498.0},{"x":272.0,"y":514.0},{"x":106.0,"y":514.0}]},"inferText":"\xeb\xa7\x88\xec\x9d\xb4\xed\x81\xac\xeb\xa1\x9c\xec\x86\x8c\xed\x94\x84\xed\x8a\xb8(ChatSPT)\xec\x99\x80","inferConfidence":0.9309,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":277.0,"y":498.0},{"x":357.0,"y":498.0},{"x":357.0,"y":513.0},{"x":277.0,"y":513.0}]},"inferText":"\xea\xb5\xac\xea\xb8\x80(Bard)\xec\x9d\xb4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":362.0,"y":497.0},{"x":403.0,"y":497.0},{"x":403.0,"y":514.0},{"x":362.0,"y":514.0}]},"inferText":"\xec\x8b\x9c\xec\x9e\xa5\xec\x9d\x84","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":407.0,"y":497.0},{"x":460.0,"y":497.0},{"x":460.0,"y":514.0},{"x":407.0,"y":514.0}]},"inferText":"\xec\xa3\xbc\xeb\x8f\x84\xed\x95\x98\xea\xb3\xa0","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":465.0,"y":497.0},{"x":493.0,"y":497.0},{"x":493.0,"y":514.0},{"x":465.0,"y":514.0}]},"inferText":"\xec\x9e\x88\xeb\x8a\x94","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":497.0,"y":497.0},{"x":537.0,"y":497.0},{"x":537.0,"y":514.0},{"x":497.0,"y":514.0}]},"inferText":"\xea\xb0\x80\xec\x9a\xb4\xeb\x8d\xb0","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":105.0,"y":518.0},{"x":137.0,"y":518.0},{"x":137.0,"y":536.0},{"x":105.0,"y":536.0}]},"inferText":"\xeb\xa9\x94\xed\x83\x80,","inferConfidence":0.9992,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":146.0,"y":518.0},{"x":190.0,"y":518.0},{"x":190.0,"y":536.0},{"x":146.0,"y":536.0}]},"inferText":"\xec\x95\x84\xeb\xa7\x88\xec\xa1\xb4,","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":199.0,"y":518.0},{"x":263.0,"y":518.0},{"x":263.0,"y":534.0},{"x":199.0,"y":534.0}]},"inferText":"\xec\x95\xa4\xed\x8a\xb8\xeb\xa1\x9c\xed\x94\xbdAI","inferConfidence":0.9692,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":272.0,"y":517.0},{"x":290.0,"y":517.0},{"x":290.0,"y":535.0},{"x":272.0,"y":535.0}]},"inferText":"\xeb\x93\xb1","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":298.0,"y":518.0},{"x":326.0,"y":518.0},{"x":326.0,"y":536.0},{"x":298.0,"y":536.0}]},"inferText":"\xeb\xaf\xb8\xea\xb5\xad","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":335.0,"y":518.0},{"x":388.0,"y":518.0},{"x":388.0,"y":536.0},{"x":335.0,"y":536.0}]},"inferText":"\xea\xb8\xb0\xec\x97\x85\xeb\x93\xa4\xea\xb3\xbc","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":396.0,"y":518.0},{"x":470.0,"y":518.0},{"x":470.0,"y":534.0},{"x":396.0,"y":534.0}]},"inferText":"BAT(\xeb\xb0\x94\xec\x9d\xb4\xeb\x91\x90,","inferConfidence":0.9977,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":481.0,"y":518.0},{"x":537.0,"y":518.0},{"x":537.0,"y":536.0},{"x":481.0,"y":536.0}]},"inferText":"\xec\x95\x8c\xeb\xa6\xac\xeb\xb0\x94\xeb\xb0\x94,","inferConfidence":0.9988,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":105.0,"y":540.0},{"x":163.0,"y":540.0},{"x":163.0,"y":558.0},{"x":105.0,"y":558.0}]},"inferText":"\xed\x85\x90\xec\x84\xbc\xed\x8a\xb8)\xeb\xa5\xbc","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":165.0,"y":540.0},{"x":206.0,"y":540.0},{"x":206.0,"y":557.0},{"x":165.0,"y":557.0}]},"inferText":"\xed\x8f\xac\xed\x95\xa8\xed\x95\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":208.0,"y":540.0},{"x":236.0,"y":540.0},{"x":236.0,"y":557.0},{"x":208.0,"y":557.0}]},"inferText":"\xec\xa4\x91\xea\xb5\xad","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":239.0,"y":540.0},{"x":303.0,"y":540.0},{"x":303.0,"y":557.0},{"x":239.0,"y":557.0}]},"inferText":"AI\xea\xb8\xb0\xec\x97\x85\xeb\x93\xa4\xeb\x8f\x84","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":307.0,"y":540.0},{"x":334.0,"y":540.0},{"x":334.0,"y":557.0},{"x":307.0,"y":557.0}]},"inferText":"\xeb\x8c\x80\xec\x9d\x91","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":337.0,"y":540.0},{"x":378.0,"y":540.0},{"x":378.0,"y":558.0},{"x":337.0,"y":558.0}]},"inferText":"\xec\x84\x9c\xeb\xb9\x84\xec\x8a\xa4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":379.0,"y":540.0},{"x":407.0,"y":540.0},{"x":407.0,"y":558.0},{"x":379.0,"y":558.0}]},"inferText":"\xec\xb6\x9c\xec\x8b\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":136.0,"y":573.0},{"x":156.0,"y":573.0},{"x":156.0,"y":586.0},{"x":136.0,"y":586.0}]},"inferText":"[\xed\x91\x9c","inferConfidence":0.9997,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":159.0,"y":572.0},{"x":188.0,"y":572.0},{"x":188.0,"y":586.0},{"x":159.0,"y":586.0}]},"inferText":"1-1]","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":192.0,"y":572.0},{"x":246.0,"y":572.0},{"x":246.0,"y":584.0},{"x":192.0,"y":584.0}]},"inferText":"ChatGPT","inferConfidence":0.9988,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":250.0,"y":571.0},{"x":286.0,"y":571.0},{"x":286.0,"y":589.0},{"x":250.0,"y":589.0}]},"inferText":"\xec\x9d\xb4\xed\x9b\x84\xec\x9d\x98","inferConfidence":0.9984,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":289.0,"y":572.0},{"x":327.0,"y":572.0},{"x":327.0,"y":588.0},{"x":289.0,"y":588.0}]},"inferText":"\xec\x83\x9d\xec\x84\xb1AI","inferConfidence":0.998,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":330.0,"y":572.0},{"x":357.0,"y":572.0},{"x":357.0,"y":588.0},{"x":330.0,"y":588.0}]},"inferText":"\xeb\xaa\xa8\xeb\x8d\xb8","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":359.0,"y":572.0},{"x":386.0,"y":572.0},{"x":386.0,"y":589.0},{"x":359.0,"y":589.0}]},"inferText":"\xec\xb6\x9c\xec\x8b\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":388.0,"y":572.0},{"x":416.0,"y":572.0},{"x":416.0,"y":589.0},{"x":388.0,"y":589.0}]},"inferText":"\xed\x98\x84\xed\x99\xa9","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":417.0,"y":572.0},{"x":453.0,"y":572.0},{"x":453.0,"y":587.0},{"x":417.0,"y":587.0}]},"inferText":"(\xec\x98\x88\xec\x8b\x9c)","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":88.0,"y":594.0},{"x":112.0,"y":594.0},{"x":112.0,"y":608.0},{"x":88.0,"y":608.0}]},"inferText":"\xec\x82\xac\xeb\xa1\x80","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":176.0,"y":595.0},{"x":207.0,"y":595.0},{"x":207.0,"y":607.0},{"x":176.0,"y":607.0}]},"inferText":"AI\xeb\xaa\xa8\xeb\x8d\xb8","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":353.0,"y":594.0},{"x":386.0,"y":594.0},{"x":386.0,"y":608.0},{"x":353.0,"y":608.0}]},"inferText":"\xec\x84\x9c\xeb\xb9\x84\xec\x8a\xa4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":506.0,"y":595.0},{"x":529.0,"y":595.0},{"x":529.0,"y":608.0},{"x":506.0,"y":608.0}]},"inferText":"\xeb\xb9\x84\xea\xb3\xa0","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":245.0,"y":619.0},{"x":249.0,"y":619.0},{"x":249.0,"y":622.0},{"x":245.0,"y":622.0}]},"inferText":".","inferConfidence":0.4631,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":253.0,"y":615.0},{"x":337.0,"y":615.0},{"x":337.0,"y":625.0},{"x":253.0,"y":625.0}]},"inferText":"ChatGPT(GPT-3.5)\xeb\xa5\xbc","inferConfidence":0.9988,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":341.0,"y":615.0},{"x":377.0,"y":615.0},{"x":377.0,"y":625.0},{"x":341.0,"y":625.0}]},"inferText":"GPT-4\xeb\xa1\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":380.0,"y":614.0},{"x":429.0,"y":614.0},{"x":429.0,"y":627.0},{"x":380.0,"y":627.0}]},"inferText":"\xed\x99\x95\xec\x9e\xa5\xed\x95\x98\xeb\xa9\xb4\xec\x84\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":432.0,"y":614.0},{"x":462.0,"y":614.0},{"x":462.0,"y":627.0},{"x":432.0,"y":627.0}]},"inferText":"\xeb\x8d\xb0\xec\x9d\xb4\xed\x84\xb0","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":463.0,"y":614.0},{"x":496.0,"y":614.0},{"x":496.0,"y":627.0},{"x":463.0,"y":627.0}]},"inferText":"\xec\xb5\x9c\xec\x8b\xa0\xec\x84\xb1,","inferConfidence":0.9999,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":158.0,"y":626.0},{"x":223.0,"y":626.0},{"x":223.0,"y":637.0},{"x":158.0,"y":637.0}]},"inferText":"ChatGPT(175B)","inferConfidence":0.9982,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":248.0,"y":626.0},{"x":317.0,"y":626.0},{"x":317.0,"y":638.0},{"x":248.0,"y":638.0}]},"inferText":"\xec\x8b\xa0\xeb\xa2\xb0\xec\x84\xb1(\xed\x99\x98\xea\xb0\x81\xec\xa6\x9d\xec\x83\x81","inferConfidence":0.9998,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":321.0,"y":627.0},{"x":345.0,"y":627.0},{"x":345.0,"y":637.0},{"x":321.0,"y":637.0}]},"inferText":"\xec\x99\x84\xed\x99\x94),","inferConfidence":0.9807,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":348.0,"y":626.0},{"x":387.0,"y":626.0},{"x":387.0,"y":638.0},{"x":348.0,"y":638.0}]},"inferText":"\xeb\xa9\x80\xed\x8b\xb0\xeb\xaa\xa8\xeb\x8b\xac","inferConfidence":0.998,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":389.0,"y":626.0},{"x":410.0,"y":626.0},{"x":410.0,"y":639.0},{"x":389.0,"y":639.0}]},"inferText":"\xec\xa7\x80\xec\x9b\x90","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":412.0,"y":625.0},{"x":434.0,"y":625.0},{"x":434.0,"y":639.0},{"x":412.0,"y":639.0}]},"inferText":"\xea\xb8\xb0\xeb\x8a\xa5","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":434.0,"y":626.0},{"x":457.0,"y":626.0},{"x":457.0,"y":639.0},{"x":434.0,"y":639.0}]},"inferText":"\xea\xb0\x95\xed\x99\x94","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":64.0,"y":631.0},{"x":136.0,"y":631.0},{"x":136.0,"y":644.0},{"x":64.0,"y":644.0}]},"inferText":"\xeb\xa7\x88\xec\x9d\xb4\xed\x81\xac\xeb\xa1\x9c\xec\x86\x8c\xed\x94\x84\xed\x8a\xb8","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":506.0,"y":631.0},{"x":529.0,"y":631.0},{"x":529.0,"y":645.0},{"x":506.0,"y":645.0}]},"inferText":"\xeb\xaf\xb8\xea\xb5\xad","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":159.0,"y":638.0},{"x":187.0,"y":638.0},{"x":187.0,"y":649.0},{"x":159.0,"y":649.0}]},"inferText":"GPT-4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":245.0,"y":642.0},{"x":249.0,"y":642.0},{"x":249.0,"y":647.0},{"x":245.0,"y":647.0}]},"inferText":"\xc2\xb0","inferConfidence":0.6521,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":253.0,"y":639.0},{"x":319.0,"y":639.0},{"x":319.0,"y":650.0},{"x":253.0,"y":650.0}]},"inferText":"Bing\xea\xb2\x80\xec\x83\x89\xec\x97\x94\xec\xa7\x84\xec\x97\x90","inferConfidence":0.9996,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":322.0,"y":638.0},{"x":342.0,"y":638.0},{"x":342.0,"y":650.0},{"x":322.0,"y":650.0}]},"inferText":"\xed\x86\xb5\xed\x95\xa9","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":345.0,"y":638.0},{"x":413.0,"y":638.0},{"x":413.0,"y":650.0},{"x":345.0,"y":650.0}]},"inferText":"Edge\xeb\xb8\x8c\xeb\x9d\xbc\xec\x9a\xb0\xec\xa0\x80\xec\x97\x90","inferConfidence":0.9981,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":416.0,"y":638.0},{"x":438.0,"y":638.0},{"x":438.0,"y":651.0},{"x":416.0,"y":651.0}]},"inferText":"\xec\x9d\xb4\xec\x9a\xa9","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":253.0,"y":651.0},{"x":297.0,"y":651.0},{"x":297.0,"y":661.0},{"x":253.0,"y":661.0}]},"inferText":"MS-Office","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":298.0,"y":650.0},{"x":319.0,"y":650.0},{"x":319.0,"y":661.0},{"x":298.0,"y":661.0}]},"inferText":"365,","inferConfidence":0.9996,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":320.0,"y":651.0},{"x":350.0,"y":651.0},{"x":350.0,"y":661.0},{"x":320.0,"y":661.0}]},"inferText":"Teams","inferConfidence":0.9997,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":352.0,"y":650.0},{"x":363.0,"y":650.0},{"x":363.0,"y":661.0},{"x":352.0,"y":661.0}]},"inferText":"\xeb\x93\xb1","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":365.0,"y":650.0},{"x":413.0,"y":650.0},{"x":413.0,"y":662.0},{"x":365.0,"y":662.0}]},"inferText":"\xec\x97\x85\xeb\xac\xb4\xec\x83\x9d\xec\x82\xb0\xec\x84\xb1","inferConfidence":0.9996,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":416.0,"y":650.0},{"x":437.0,"y":650.0},{"x":437.0,"y":662.0},{"x":416.0,"y":662.0}]},"inferText":"\xeb\x8f\x84\xea\xb5\xac","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":439.0,"y":650.0},{"x":484.0,"y":650.0},{"x":484.0,"y":663.0},{"x":439.0,"y":663.0}]},"inferText":"\xea\xb2\xb0\xed\x95\xa9 \xec\x98\x88\xea\xb3\xa0","inferConfidence":0.9987,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":253.0,"y":668.0},{"x":282.0,"y":668.0},{"x":282.0,"y":679.0},{"x":253.0,"y":679.0}]},"inferText":"\xea\xb5\xac\xea\xb8\x80\xec\x9d\x98","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":284.0,"y":668.0},{"x":324.0,"y":668.0},{"x":324.0,"y":679.0},{"x":284.0,"y":679.0}]},"inferText":"ChatGPT","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":325.0,"y":668.0},{"x":355.0,"y":668.0},{"x":355.0,"y":680.0},{"x":325.0,"y":680.0}]},"inferText":"\xeb\x8c\x80\xed\x95\xad\xeb\xa7\x88","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":357.0,"y":668.0},{"x":385.0,"y":668.0},{"x":385.0,"y":680.0},{"x":357.0,"y":680.0}]},"inferText":"BARD","inferConfidence":0.9977,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":386.0,"y":668.0},{"x":415.0,"y":668.0},{"x":415.0,"y":680.0},{"x":386.0,"y":680.0}]},"inferText":"\xec\x84\x9c\xeb\xb9\x84\xec\x8a\xa4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":418.0,"y":668.0},{"x":438.0,"y":668.0},{"x":438.0,"y":680.0},{"x":418.0,"y":680.0}]},"inferText":"\xea\xb3\xb5\xea\xb0\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":440.0,"y":669.0},{"x":487.0,"y":669.0},{"x":487.0,"y":680.0},{"x":440.0,"y":680.0}]},"inferText":"\xec\x8b\x9c\xec\x97\xb0(\'23.2)","inferConfidence":0.9996,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":253.0,"y":680.0},{"x":273.0,"y":680.0},{"x":273.0,"y":691.0},{"x":253.0,"y":691.0}]},"inferText":"\xea\xb5\xac\xea\xb8\x80","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":276.0,"y":681.0},{"x":302.0,"y":681.0},{"x":302.0,"y":691.0},{"x":276.0,"y":691.0}]},"inferText":"BARD","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":305.0,"y":680.0},{"x":334.0,"y":680.0},{"x":334.0,"y":691.0},{"x":305.0,"y":691.0}]},"inferText":"\xec\x84\x9c\xeb\xb9\x84\xec\x8a\xa4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":336.0,"y":680.0},{"x":359.0,"y":680.0},{"x":359.0,"y":691.0},{"x":336.0,"y":691.0}]},"inferText":"\xeb\xaf\xb8\xea\xb5\xad,","inferConfidence":0.9989,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":362.0,"y":680.0},{"x":399.0,"y":680.0},{"x":399.0,"y":691.0},{"x":362.0,"y":691.0}]},"inferText":"\xec\x98\x81\xea\xb5\xad\xec\x97\x90\xec\x84\x9c","inferConfidence":0.9964,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":404.0,"y":681.0},{"x":449.0,"y":681.0},{"x":449.0,"y":691.0},{"x":404.0,"y":691.0}]},"inferText":"\xec\xb6\x9c\xec\x8b\x9c(\'23.3)","inferConfidence":0.9836,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":89.0,"y":685.0},{"x":112.0,"y":685.0},{"x":112.0,"y":699.0},{"x":89.0,"y":699.0}]},"inferText":"\xea\xb5\xac\xea\xb8\x80","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":159.0,"y":686.0},{"x":194.0,"y":686.0},{"x":194.0,"y":697.0},{"x":159.0,"y":697.0}]},"inferText":"LAMDA","inferConfidence":0.9976,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":194.0,"y":686.0},{"x":224.0,"y":686.0},{"x":224.0,"y":697.0},{"x":194.0,"y":697.0}]},"inferText":"(137B)","inferConfidence":0.9857,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":506.0,"y":685.0},{"x":529.0,"y":685.0},{"x":529.0,"y":699.0},{"x":506.0,"y":699.0}]},"inferText":"\xeb\xaf\xb8\xea\xb5\xad","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":253.0,"y":692.0},{"x":273.0,"y":692.0},{"x":273.0,"y":704.0},{"x":253.0,"y":704.0}]},"inferText":"\xea\xb5\xac\xea\xb8\x80","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":274.0,"y":692.0},{"x":287.0,"y":692.0},{"x":287.0,"y":704.0},{"x":274.0,"y":704.0}]},"inferText":"AI","inferConfidence":0.8624,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":288.0,"y":692.0},{"x":308.0,"y":692.0},{"x":308.0,"y":704.0},{"x":288.0,"y":704.0}]},"inferText":"\xea\xb0\x9c\xeb\xb0\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":310.0,"y":692.0},{"x":338.0,"y":692.0},{"x":338.0,"y":704.0},{"x":310.0,"y":704.0}]},"inferText":"\xec\xa1\xb0\xec\xa7\x81\xec\x9d\xb8","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":341.0,"y":692.0},{"x":388.0,"y":692.0},{"x":388.0,"y":704.0},{"x":341.0,"y":704.0}]},"inferText":"\xeb\x94\xa5\xeb\xa7\x88\xec\x9d\xb8\xeb\x93\x9c\xec\x99\x80","inferConfidence":0.999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":389.0,"y":692.0},{"x":418.0,"y":692.0},{"x":418.0,"y":704.0},{"x":389.0,"y":704.0}]},"inferText":"\xeb\xb8\x8c\xeb\xa0\x88\xec\x9d\xb8","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":420.0,"y":692.0},{"x":440.0,"y":692.0},{"x":440.0,"y":704.0},{"x":420.0,"y":704.0}]},"inferText":"\xec\xa0\x84\xea\xb2\xa9","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":441.0,"y":691.0},{"x":463.0,"y":691.0},{"x":463.0,"y":705.0},{"x":441.0,"y":705.0}]},"inferText":"\xed\x86\xb5\xed\x95\xa9","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":466.0,"y":692.0},{"x":495.0,"y":692.0},{"x":495.0,"y":704.0},{"x":466.0,"y":704.0}]},"inferText":"(23.4)","inferConfidence":0.9992,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":253.0,"y":705.0},{"x":273.0,"y":705.0},{"x":273.0,"y":716.0},{"x":253.0,"y":716.0}]},"inferText":"\xea\xb5\xac\xea\xb8\x80","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":274.0,"y":704.0},{"x":292.0,"y":704.0},{"x":292.0,"y":716.0},{"x":274.0,"y":716.0}]},"inferText":"1/0","inferConfidence":0.9491,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":293.0,"y":704.0},{"x":330.0,"y":704.0},{"x":330.0,"y":716.0},{"x":293.0,"y":716.0}]},"inferText":"\xed\x96\x89\xec\x82\xac\xec\x97\x90\xec\x84\x9c","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":333.0,"y":704.0},{"x":363.0,"y":704.0},{"x":363.0,"y":716.0},{"x":333.0,"y":716.0}]},"inferText":"\xea\xb0\x9c\xec\x84\xa0\xeb\x90\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":363.0,"y":704.0},{"x":391.0,"y":704.0},{"x":391.0,"y":715.0},{"x":363.0,"y":715.0}]},"inferText":"BARD","inferConfidence":0.9991,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":392.0,"y":704.0},{"x":428.0,"y":704.0},{"x":428.0,"y":716.0},{"x":392.0,"y":716.0}]},"inferText":"180\xea\xb0\x9c\xea\xb5\xad","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":430.0,"y":705.0},{"x":492.0,"y":705.0},{"x":492.0,"y":716.0},{"x":430.0,"y":716.0}]},"inferText":"\xec\xa0\x84\xeb\xa9\xb4\xec\xb6\x9c\xec\x8b\x9c(\'23.5)","inferConfidence":0.9812,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":252.0,"y":723.0},{"x":285.0,"y":723.0},{"x":285.0,"y":734.0},{"x":252.0,"y":734.0}]},"inferText":"LLAMA","inferConfidence":0.9942,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":287.0,"y":723.0},{"x":307.0,"y":723.0},{"x":307.0,"y":735.0},{"x":287.0,"y":735.0}]},"inferText":"\xeb\xaa\xa8\xeb\x8d\xb8","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":310.0,"y":723.0},{"x":365.0,"y":723.0},{"x":365.0,"y":735.0},{"x":310.0,"y":735.0}]},"inferText":"\xea\xb3\xb5\xea\xb0\x9c(\'23.2)\xeb\xa5\xbc","inferConfidence":0.9996,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":366.0,"y":723.0},{"x":388.0,"y":723.0},{"x":388.0,"y":735.0},{"x":366.0,"y":735.0}]},"inferText":"\xed\x86\xb5\xed\x95\xb4","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":390.0,"y":723.0},{"x":428.0,"y":723.0},{"x":428.0,"y":735.0},{"x":390.0,"y":735.0}]},"inferText":"\xec\x98\xa4\xed\x94\x88\xec\x86\x8c\xec\x8a\xa4","inferConfidence":0.9998,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":431.0,"y":723.0},{"x":462.0,"y":723.0},{"x":462.0,"y":736.0},{"x":431.0,"y":736.0}]},"inferText":"\xec\x83\x9d\xed\x83\x9c\xea\xb3\x84","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":462.0,"y":722.0},{"x":495.0,"y":722.0},{"x":495.0,"y":736.0},{"x":462.0,"y":736.0}]},"inferText":"\xed\x99\x9c\xec\x84\xb1\xed\x99\x94","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":159.0,"y":730.0},{"x":192.0,"y":730.0},{"x":192.0,"y":740.0},{"x":159.0,"y":740.0}]},"inferText":"LLAMA","inferConfidence":0.9978,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":193.0,"y":730.0},{"x":212.0,"y":730.0},{"x":212.0,"y":740.0},{"x":193.0,"y":740.0}]},"inferText":"(7B,","inferConfidence":0.9474,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":215.0,"y":729.0},{"x":236.0,"y":729.0},{"x":236.0,"y":740.0},{"x":215.0,"y":740.0}]},"inferText":"13B,","inferConfidence":0.9992,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":89.0,"y":735.0},{"x":112.0,"y":735.0},{"x":112.0,"y":748.0},{"x":89.0,"y":748.0}]},"inferText":"\xeb\xa9\x94\xed\x83\x80","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":253.0,"y":736.0},{"x":291.0,"y":736.0},{"x":291.0,"y":746.0},{"x":253.0,"y":746.0}]},"inferText":"\xec\x8a\xa4\xed\x83\xa0\xed\x8f\xac\xeb\x93\x9c","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":296.0,"y":735.0},{"x":333.0,"y":735.0},{"x":333.0,"y":747.0},{"x":296.0,"y":747.0}]},"inferText":"\xeb\x8c\x80\xed\x95\x99\xec\x97\x90\xec\x84\x9c","inferConfidence":0.9997,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":338.0,"y":736.0},{"x":379.0,"y":736.0},{"x":379.0,"y":746.0},{"x":338.0,"y":746.0}]},"inferText":"LLAMA\xec\x9d\x84","inferConfidence":0.9977,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":381.0,"y":735.0},{"x":431.0,"y":735.0},{"x":431.0,"y":748.0},{"x":381.0,"y":748.0}]},"inferText":"\xed\x8c\x8c\xec\x9d\xb8\xed\x8a\x9c\xeb\x8b\x9d\xed\x95\x9c","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":433.0,"y":735.0},{"x":465.0,"y":735.0},{"x":465.0,"y":748.0},{"x":433.0,"y":748.0}]},"inferText":"\xea\xb2\xbd\xeb\x9f\x89\xed\x99\x94","inferConfidence":0.9999,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":465.0,"y":735.0},{"x":496.0,"y":735.0},{"x":496.0,"y":749.0},{"x":465.0,"y":749.0}]},"inferText":"AI\xeb\xaa\xa8\xeb\x8d\xb8","inferConfidence":0.9995,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":506.0,"y":735.0},{"x":529.0,"y":735.0},{"x":529.0,"y":748.0},{"x":506.0,"y":748.0}]},"inferText":"\xeb\xaf\xb8\xea\xb5\xad","inferConfidence":1.0,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":153.0,"y":741.0},{"x":175.0,"y":741.0},{"x":175.0,"y":752.0},{"x":153.0,"y":752.0}]},"inferText":"33B,","inferConfidence":0.8333,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":175.0,"y":741.0},{"x":198.0,"y":741.0},{"x":198.0,"y":752.0},{"x":175.0,"y":752.0}]},"inferText":"65B)","inferConfidence":0.9896,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":248.0,"y":748.0},{"x":297.0,"y":748.0},{"x":297.0,"y":758.0},{"x":248.0,"y":758.0}]},"inferText":"Alpaca\xea\xb0\x9c\xeb\xb0\x9c","inferConfidence":0.9997,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":297.0,"y":747.0},{"x":327.0,"y":747.0},{"x":327.0,"y":758.0},{"x":297.0,"y":758.0}]},"inferText":"(23.3)","inferConfidence":0.9906,"type":"NORMAL","lineBreak":true},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":52.0,"y":781.0},{"x":60.0,"y":781.0},{"x":60.0,"y":790.0},{"x":52.0,"y":790.0}]},"inferText":"1","inferConfidence":1.0,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":232.0,"y":780.0},{"x":266.0,"y":780.0},{"x":266.0,"y":790.0},{"x":232.0,"y":790.0}]},"inferText":"SPRi","inferConfidence":0.8573,"type":"NORMAL","lineBreak":false},{"valueType":"ALL","boundingPoly":{"vertices":[{"x":265.0,"y":779.0},{"x":359.0,"y":779.0},{"x":359.0,"y":792.0},{"x":265.0,"y":792.0}]},"inferText":"\xec\x86\x8c\xed\x94\x84\xed\x8a\xb8\xec\x9b\xa8\xec\x96\xb4\xec\xa0\x95\xec\xb1\x85\xec\x97\xb0\xea\xb5\xac\xec\x86\x8c","inferConfidence":1.0,"type":"NORMAL","lineBreak":true}]}]}
1-2. 개별 이미지에 대한 결과 확인 하기
- OpenCV
cv2라이브러리를 활용하여 원본 이미지 에서 OCR이 인식된 영역을 bounding box로 표시해볼 수 있습니다.
# Setting up the request JSON
request_json = {
'images': [
{
'format': 'jpg',
'name': 'demo'
}
],
'requestId': str(uuid.uuid4()),
'version': 'V2',
'timestamp': int(round(time.time() * 1000))
}
payload = {'message': json.dumps(request_json).encode('UTF-8')}
files = [('file', open(image_file,'rb'))]
headers = {'X-OCR-SECRET': secret_key}
# Make the OCR request
response = requests.request("POST", api_url, headers=headers, data=payload, files=files)
# Load the original image for visualization
image = cv2.imread(image_file)
highlighted_image = image.copy()
# OCR 응답 처리
if response.status_code == 200:
ocr_results = json.loads(response.text)
all_texts = [] # 모든 텍스트를 저장할 리스트
for image_result in ocr_results['images']:
for field in image_result['fields']:
text = field['inferText']
all_texts.append(text) # 텍스트 추가
# 텍스트 주변에 빨간 사각형 그리기
bounding_box = field['boundingPoly']['vertices']
start_point = (int(bounding_box[0]['x']), int(bounding_box[0]['y']))
end_point = (int(bounding_box[2]['x']), int(bounding_box[2]['y']))
cv2.rectangle(highlighted_image, start_point, end_point, (0, 0, 255), 2)
# 모든 텍스트를 띄어쓰기로 연결하여 출력
full_text = ' '.join(all_texts)
print(full_text)
else:
print(f"OCR 결과를 받아오지 못했습니다. 상태 코드: {response.status_code}")
# Display the original and highlighted images side by side
fig, axs = plt.subplots(1, 2, figsize=(15, 10))
axs[0].imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))
axs[0].set_title('Original Image')
axs[0].axis('off')
axs[1].imshow(cv2.cvtColor(highlighted_image, cv2.COLOR_BGR2RGB))
axs[1].set_title('Highlighted Image')
axs[1].axis('off')
plt.show()
OCR Result:
SPRi 이슈리포트 IS-160 생성AI의 부상과 산업의 영향 1. 논의 배경 1.1 생성AI의 부상 2022년은 주요 빅테크 기업들의 생성AI가 본격적으로 공개된 한해 o 생성 AI(Generative AI)는 입력된 데이터를 통해 사용자가 원하는 결과를 유추해 텍스트, 오디오, 비디오 형태의 결과물을 만들어 내는 AI 알고리즘 - 2022년 한해 동안 언어, 음성, 비디오 등에서 주요한 생성 모델이 등장 * (언어) DeepMind Chinchilla(7B, '22.3). Google PALM(540B, '22.4). Meta의 OPT-1758('22.5). 허깅페이스의 BLOOM (176B, '22.7). ChatGPT(175B, '22.11), OpenAl GPT-4('23.3), Meta의 LLAMA (7B~65B, '23.2) (8는 십억개 파라미터) (이미지) Meta의 Make-A-Scenee('22.3) OpenAI의 DALL-E2 공개('22.4), Google의 Imagen(22.5) 스태빌리티AI의 Stable Diffusion ('22.8) 미드저니랩의 Midiourney ('22.7) (오디오·비디오) Meta의 Make-A-Video('22.9). Google MusicLM(오디오. 23.1). 런웨이 Gen-1(영상, '23.2). Gen-2(영상, '23.3) OpenAI는는 ChatGPT 출시로 생성AI 시대의 본격적인 도래를 알림 0 OpenAI의 ChatGPT 등장 이후 기존 빅테크기업과 스타트업에서 초거대 언어모델(LLM) 중심의 AI생성 모델 경쟁 본격화 - 마이크로소프트(ChatSPT)와 구글(Bard)이 시장을 주도하고 있는 가운데 메타, 아마존, 앤트로픽AI 등 미국 기업들과 BAT(바이두, 알리바바, 텐센트)를 포함한 중국 AI기업들도 대응 서비스 출시 [표 1-1] ChatGPT 이후의 생성AI 모델 출시 현황 (예시) 사례 AI모델 서비스 비고 . ChatGPT(GPT-3.5)를 GPT-4로 확장하면서 데이터 최신성, ChatGPT(175B) 신뢰성(환각증상 완화), 멀티모달 지원 기능 강화 마이크로소프트 미국 GPT-4 ° Bing검색엔진에 통합 Edge브라우저에 이용 MS-Office 365, Teams 등 업무생산성 도구 결합 예고 구글의 ChatGPT 대항마 BARD 서비스 공개 시연('23.2) 구글 BARD 서비스 미국, 영국에서 출시('23.3) 구글 LAMDA (137B) 미국 구글 AI 개발 조직인 딥마인드와 브레인 전격 통합 (23.4) 구글 1/0 행사에서 개선된 BARD 180개국 전면출시('23.5) LLAMA 모델 공개('23.2)를 통해 오픈소스 생태계 활성화 LLAMA (7B, 13B, 메타 스탠포드 대학에서 LLAMA을 파인튜닝한 경량화 AI모델 미국 33B, 65B) Alpaca개발 (23.3) 1 SPRi 소프트웨어정책연구소
1-3. 5가지 테스트 이미지 적용
- 저의 테스트 초기 목적은 8가지 OCR 서비스에 대한 API 호출 및 사용 난이도/복잡도 파악과 서비스별 소요 시간 이었습니다. 이번에는 인식 결과 텍스트와 테스트 이미지별로 소요시간까지 함께 추출해 보겠습니다. 추후에 인식된 텍스트는 원문 텍스트와 함께 오차 등을 비교하며 정량적인 방법으로도 성능 평가가 가능할 것 같네요. 하지만, 이번 포스팅에서는 dataframe 화하여 추출하는 것까지 진행해보겠습니다.
ocr_result_df에 각 이미지별 인식 결과 텍스트와 소요시간이 담겼습니다
# 테스트 이미지 파일 경로 목록
image_paths = {
'한국어 영수증': '/content/drive/MyDrive/ocr_test_images/한글_영수증.png',
'영어 영수증': '/content/drive/MyDrive/ocr_test_images/whole-foods-market.jpg',
'영어 PDF 표': '/content/drive/MyDrive/ocr_test_images/영문_PDF_표.png',
'한국어 PDF 표': '/content/drive/MyDrive/ocr_test_images/한글_pdf_리포트_표.png',
'영어 I-20 문서': '/content/drive/MyDrive/ocr_test_images/영문_Form_I-20.png'
}
# 결과를 저장할 DataFrame
ocr_results_df = pd.DataFrame(columns=['이미지 유형', 'OCR 결과', '처리 시간 (초)'])
# 각 이미지를 처리하고 결과 저장
for image_type, image_path in image_paths.items():
start_time = time.time()
# 요청 데이터 준비
request_json = {
'images': [{'format': 'jpg', 'name': 'demo'}],
'requestId': str(uuid.uuid4()),
'version': 'V2',
'timestamp': int(round(time.time() * 1000))
}
payload = {'message': json.dumps(request_json).encode('UTF-8')}
files = [('file', open(image_path, 'rb'))]
headers = {'X-OCR-SECRET': secret_key}
# 요청 전송
response = requests.request("POST", api_url, headers=headers, data=payload, files=files)
processing_time = time.time() - start_time
# 응답 처리
if response.status_code == 200:
ocr_result = json.loads(response.text)
text_results = " ".join([field['inferText'] for image in ocr_result['images'] for field in image['fields']])
else:
text_results = "처리 실패"
ocr_results_df = ocr_results_df.append({
'이미지 유형': image_type,
'OCR 결과': text_results,
'처리 시간 (초)': processing_time
}, ignore_index=True)
# DataFrame 출력
print(ocr_results_df)
아래와 같이 5개의 이미지에 대한 인식 결과 텍스트와 소요시간이 담긴 ocr_results_df가 생성되었습니다.
2. 사용 후기
8가지 서비스를 비교 평가해본, 서비스 이용자 관점에서의 저의 주관적인 사용 후기는 아래와 같습니다.
- 인식률: 한글, 영문 모두 무난하고, 한영 모두, 글자 수에 상관없이 준수한 속도를 보여주고 있다.
- 특화 모델의 다양성으로는 국내 1등이라고 생각된다. 현재 영수증, 사업자등록증, 명함, 신용카드, 신분증 등 다양한 특화모델을 여러 가지 플랜으로 제공하는 것으로 알고 있는데, 내부적으로 OCR 서비스를 지속적으로 투자하는 것으로 보이기 때문에 기대하고 지켜볼 만한 것 같다.
- 친절도 측면: 타 서비스에 비해 Documentation 이 굉장히 자세하게 작성되어 있는 편이라 처음 Clova 서비스를 사용하는 유저에게도 진입 장벽이 낮을 것으로 생각된다. UI/UX 또한 직관적인 편. OCR 모델 종류와 플랜이 워낙 다양하다 보니, 나의 목적에 맞는 모델과 플랜을 “잘” 고르는 것이 조금 헷갈릴 수 있을 것 같다. 도메인 비용 또한 모델 및 플랜별로 상이하게 책정되므로, 고객센터에 직접 문의 하거나 첫 한 달간은 요금 산정되는 것을 잘 지켜봐야 한다. 도메인 띄워놓고 까먹고 한 달 후에 엥? 라는 금액이 나올수도..
3. 유의 사항
-
Clova OCR 의 billing system 은 모델과 플랜에 따라 책정 금액이 상이합니다. 따라서, domain 을 생성하고 삭제할 필요 없는 경우도 있으나, 도메인이 유지되는 것만으로 비용이 발생하는 경우도 있기 때문에, 안전하게 하기 위해서는 도메인을 항상 삭제하는 습관을 들이는 게 좋아보입니다.
-
사용량(Usage)은 Console 내 결제 정보 메뉴에서 조회가 가능하나, 실시간 이용량 조회가 지원되지 않기 때문에, 단시간 내에 여러 건의 테스트를 진행한다면, 대략적으로 본인이 몇 건을 호출하는지 감을 잡고 진행하는 것이 좋을 것 같다는 생각이 드네요.
-
더 자세한 정보는 공식 Documentation 를 참고해주세요.
댓글남기기