KR102208685B9 - 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법 - Google Patents

데이터 증강 기반 공간 분석 모델 학습 장치 및 방법

Info

Publication number
KR102208685B9
KR102208685B9 KR1020200091753A KR20200091753A KR102208685B9 KR 102208685 B9 KR102208685 B9 KR 102208685B9 KR 1020200091753 A KR1020200091753 A KR 1020200091753A KR 20200091753 A KR20200091753 A KR 20200091753A KR 102208685 B9 KR102208685 B9 KR 102208685B9
Authority
KR
South Korea
Prior art keywords
model based
analysis model
data augmentation
space analysis
developing space
Prior art date
Application number
KR1020200091753A
Other languages
English (en)
Other versions
KR102208685B1 (ko
Inventor
백윤아
윤대희
Original Assignee
주식회사 어반베이스
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 주식회사 어반베이스 filed Critical 주식회사 어반베이스
Priority to KR1020200091753A priority Critical patent/KR102208685B1/ko
Priority to EP20945867.8A priority patent/EP4040347A4/en
Priority to CN202080085371.8A priority patent/CN114830146A/zh
Priority to JP2022531442A priority patent/JP7362924B2/ja
Priority to PCT/KR2020/016688 priority patent/WO2022019389A1/ko
Priority to KR1020210007406A priority patent/KR102430742B1/ko
Application granted granted Critical
Publication of KR102208685B1 publication Critical patent/KR102208685B1/ko
Publication of KR102208685B9 publication Critical patent/KR102208685B9/ko
Priority to US17/870,330 priority patent/US20220358752A1/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T19/00—Manipulating 3D models or images for computer graphics
    • G06T19/006—Mixed reality
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/10—Pre-processing; Data cleansing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/02—Knowledge representation; Symbolic representation
    • G06N5/022—Knowledge engineering; Knowledge acquisition
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T19/00—Manipulating 3D models or images for computer graphics
    • G06T19/20—Editing of 3D images, e.g. changing shapes or colours, aligning objects or positioning parts
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/70—Denoising; Smoothing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/20—Image preprocessing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77—Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/774—Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/35—Categorising the entire scene, e.g. birthday party or wedding scene
    • G06V20/36—Indoor scenes
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/70—Labelling scene content, e.g. deriving syntactic or semantic representations
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Computing Systems (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Databases & Information Systems (AREA)
  • Computer Graphics (AREA)
  • Computer Hardware Design (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Physics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Architecture (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Evolutionary Biology (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
KR1020200091753A 2020-07-23 2020-07-23 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법 KR102208685B1 (ko)

Priority Applications (7)

Application Number Priority Date Filing Date Title
KR1020200091753A KR102208685B1 (ko) 2020-07-23 2020-07-23 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법
EP20945867.8A EP4040347A4 (en) 2020-07-23 2020-11-24 DEVICE AND METHOD FOR LEARNING A SPACE ANALYSIS MODEL BASED ON DATA EXTENSION
CN202080085371.8A CN114830146A (zh) 2020-07-23 2020-11-24 基于数据增强的空间分析模型学习装置及方法
JP2022531442A JP7362924B2 (ja) 2020-07-23 2020-11-24 データ増強基盤空間分析モデル学習装置及び方法
PCT/KR2020/016688 WO2022019389A1 (ko) 2020-07-23 2020-11-24 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법
KR1020210007406A KR102430742B1 (ko) 2020-07-23 2021-01-19 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법
US17/870,330 US20220358752A1 (en) 2020-07-23 2022-07-21 Apparatus and method for developing space analysis model based on data augmentation

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
KR1020200091753A KR102208685B1 (ko) 2020-07-23 2020-07-23 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법

Related Child Applications (1)

Application Number Title Priority Date Filing Date
KR1020210007406A Division KR102430742B1 (ko) 2020-07-23 2021-01-19 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법

Publications (2)

Publication Number Publication Date
KR102208685B1 KR102208685B1 (ko) 2021-01-28
KR102208685B9 true KR102208685B9 (ko) 2022-03-11

Family

ID=74239270

Family Applications (2)

Application Number Title Priority Date Filing Date
KR1020200091753A KR102208685B1 (ko) 2020-07-23 2020-07-23 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법
KR1020210007406A KR102430742B1 (ko) 2020-07-23 2021-01-19 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법

Family Applications After (1)

Application Number Title Priority Date Filing Date
KR1020210007406A KR102430742B1 (ko) 2020-07-23 2021-01-19 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법

Country Status (6)

Country Link
US (1) US20220358752A1 (ko)
EP (1) EP4040347A4 (ko)
JP (1) JP7362924B2 (ko)
KR (2) KR102208685B1 (ko)
CN (1) CN114830146A (ko)
WO (1) WO2022019389A1 (ko)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117302236B (zh) * 2023-09-27 2024-03-26 湖北天凯风林电子有限公司 一种基于深度学习的车辆状态监测方法及系统

Family Cites Families (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP3347817B2 (ja) * 1993-06-22 2002-11-20 株式会社ビュープラス 画像認識装置
KR20100102772A (ko) 2009-03-12 2010-09-27 주식회사 퍼시스 실내환경 분석 시스템 및 그 방법
US10095950B2 (en) 2015-06-03 2018-10-09 Hyperverge Inc. Systems and methods for image processing
US10878320B2 (en) 2015-07-22 2020-12-29 Qualcomm Incorporated Transfer learning in neural networks
US20170256038A1 (en) * 2015-09-24 2017-09-07 Vuno Korea, Inc. Image Generating Method and Apparatus, and Image Analyzing Method
US9864931B2 (en) 2016-04-13 2018-01-09 Conduent Business Services, Llc Target domain characterization for data augmentation
KR102645202B1 (ko) * 2017-01-03 2024-03-07 한국전자통신연구원 기계 학습 방법 및 장치
JP6441980B2 (ja) * 2017-03-29 2018-12-19 三菱電機インフォメーションシステムズ株式会社 教師画像を生成する方法、コンピュータおよびプログラム
CN108520278A (zh) 2018-04-10 2018-09-11 陕西师范大学 一种基于随机森林的路面裂缝检测方法及其评价方法
US10489683B1 (en) 2018-12-17 2019-11-26 Bodygram, Inc. Methods and systems for automatic generation of massive training data sets from 3D models for training deep learning networks
KR102646889B1 (ko) * 2018-12-21 2024-03-12 삼성전자주식회사 스타일 변환을 위한 영상 처리 장치 및 방법
CN110516703A (zh) 2019-07-18 2019-11-29 平安科技（深圳）有限公司 基于人工智能的车辆识别方法、装置及存储介质

Also Published As

Publication number Publication date
EP4040347A1 (en) 2022-08-10
KR20220012784A (ko) 2022-02-04
US20220358752A1 (en) 2022-11-10
JP7362924B2 (ja) 2023-10-17
KR102208685B1 (ko) 2021-01-28
EP4040347A4 (en) 2023-08-23
KR102430742B1 (ko) 2022-08-11
JP2023508639A (ja) 2023-03-03
CN114830146A (zh) 2022-07-29
WO2022019389A1 (ko) 2022-01-27

Similar Documents

Publication Publication Date Title
SG11202100499XA (en) Method and apparatus for obtaining training sample of first model based on second model
GB201808904D0 (en) Apparatus and method for analysing MRI data
KR102208688B9 (ko) 데이터 증강 기반 사물 분석 모델 학습 장치 및 방법
KR102208690B9 (ko) 데이터 증강 기반 스타일 분석 모델 학습 장치 및 방법
SG11202110551WA (en) Data analysis method and apparatus, electronic device and computer storage medium
SG10202009676VA (en) Blockchain data recording method and apparatus thereof
GB202409320D0 (en) An analytical method and apparatus
SG10202008567YA (en) Method and apparatus for managing data based on blockchain
EP4283507A4 (en) METHOD AND DEVICE FOR DATA ACCESS CONTROL
GB2614078B (en) An analytical method and apparatus
KR102208685B9 (ko) 데이터 증강 기반 공간 분석 모델 학습 장치 및 방법
KR102520133B9 (ko) 기계 학습용 이미지 데이터 생성 방법 및 그 장치
GB202303438D0 (en) Methods and apparatus for augmenting training data using large language models
EP4365808A4 (en) METHOD AND DEVICE FOR DATA VERIFICATION
EP4322066A4 (en) METHOD AND DEVICE FOR GENERATING TRAINING DATA
EP4237968A4 (en) SYSTEM AND METHOD FOR ANALYZING ELECTRONIC DATA
EP4343708A4 (en) METHOD AND DEVICE FOR TRAINING MACHINE LEARNING MODELS, COMPUTER DEVICE AND STORAGE MEDIUM
GB202016305D0 (en) Apparatus and method for audio data analysis
GB202114554D0 (en) Computer-implemented method and apparatus for analysing genetic data
GB202217848D0 (en) Method and apparatus for motion data analysis
GB2585944B (en) Apparatus and method for data generation
GB2605796B (en) Apparatus and method for generating debug information
GB202205679D0 (en) An analysis apparatus and method
EP4207850A4 (en) METHOD AND DEVICE FOR DATA ANALYSIS
GB202116864D0 (en) Methods and apparatus for analysing imaging data

Legal Events

Date Code Title Description
A107 Divisional application of patent
GRNT Written decision to grant