JP6929322B2 - データ拡張システム、データ拡張方法、及びプログラム - Google Patents

データ拡張システム、データ拡張方法、及びプログラム Download PDF

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JP6929322B2
JP6929322B2 JP2019102682A JP2019102682A JP6929322B2 JP 6929322 B2 JP6929322 B2 JP 6929322B2 JP 2019102682 A JP2019102682 A JP 2019102682A JP 2019102682 A JP2019102682 A JP 2019102682A JP 6929322 B2 JP6929322 B2 JP 6929322B2
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満 中澤
満 中澤
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Rakuten Group Inc
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JP2019102682A 2019-05-31 2019-05-31 データ拡張システム、データ拡張方法、及びプログラム Active JP6929322B2 (ja)

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JP2019102682A JP6929322B2 (ja) 2019-05-31 2019-05-31 データ拡張システム、データ拡張方法、及びプログラム
US16/885,270 US11436436B2 (en) 2019-05-31 2020-05-28 Data augmentation system, data augmentation method, and information storage medium
JP2021090989A JP7303844B2 (ja) 2019-05-31 2021-05-31 データ拡張システム、データ拡張方法、及びプログラム

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Families Citing this family (19)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20210406693A1 (en) * 2020-06-25 2021-12-30 Nxp B.V. Data sample analysis in a dataset for a machine learning model
US12353379B1 (en) 2020-11-27 2025-07-08 Amazon Technologies, Inc. Enhancing data sets to create data stores
WO2022168441A1 (ja) * 2021-02-05 2022-08-11 ソニーグループ株式会社 推論装置、推論方法およびプログラム
JP6955734B1 (ja) * 2021-03-08 2021-10-27 株式会社データグリッド 画像データ生成方法、学習方法、画像データ生成システム、学習システムおよびプログラム
JP7689669B2 (ja) * 2021-03-19 2025-06-09 マツダ株式会社 音質分析方法、音質分析プログラム、および該音質分析プログラムを記憶したコンピュータ読取可能な記憶媒体
JP7694678B2 (ja) * 2021-09-24 2025-06-18 富士通株式会社 データ収集プログラム,データ収集装置及びデータ収集方法
JP7395767B2 (ja) * 2021-09-30 2023-12-11 楽天グループ株式会社 情報処理装置、情報処理方法及び情報処理プログラム
JP7833760B2 (ja) * 2021-11-04 2026-03-23 国立大学法人京都大学 情報処理装置、情報処理方法および情報処理プログラム
US20230148015A1 (en) * 2021-11-05 2023-05-11 Ceremorphic, Inc. Edge Device for Executing a Lightweight Pattern-Aware generative Adversarial Network
JP7383684B2 (ja) * 2021-12-08 2023-11-20 キヤノンマーケティングジャパン株式会社 情報処理装置、情報処理方法、並びにプログラム
WO2023127018A1 (ja) * 2021-12-27 2023-07-06 楽天グループ株式会社 情報処理装置及び方法
JP2023109570A (ja) * 2022-01-27 2023-08-08 キヤノン株式会社 情報処理装置、学習装置、画像認識装置、情報処理方法、学習方法、画像認識方法
WO2024155048A1 (ko) * 2023-01-16 2024-07-25 삼성전자 주식회사 인공지능 모델의 트레이닝을 위한 이미지를 제공하는 전자 장치 및 그 동작 방법
JP2024106986A (ja) * 2023-01-27 2024-08-08 国立研究開発法人農業・食品産業技術総合研究機構 物体検出モデルの学習装置、学習方法、学習データの生成方法、学習プログラム及び記録媒体
WO2024203722A1 (ja) * 2023-03-27 2024-10-03 株式会社アドヴィックス 検査装置および学習装置
JP7625170B1 (ja) * 2023-07-05 2025-01-31 三菱電機株式会社 情報処理装置、情報処理システム、出力方法、及び出力プログラム
WO2025169478A1 (ja) * 2024-02-09 2025-08-14 日産自動車株式会社 データ出力方法及びデータ出力装置
JP7665163B1 (ja) 2024-03-29 2025-04-21 株式会社 東京ウエルズ 学習装置、学習方法及び学習プログラム
JP2026054928A (ja) * 2024-09-17 2026-03-30 Astemo株式会社 画像認識処理aiの学習装置、および学習方法

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10769531B2 (en) * 2015-06-05 2020-09-08 Cisco Technology, Inc. Methods and systems for counting people
US9864931B2 (en) * 2016-04-13 2018-01-09 Conduent Business Services, Llc Target domain characterization for data augmentation
US11580398B2 (en) * 2016-10-14 2023-02-14 KLA-Tenor Corp. Diagnostic systems and methods for deep learning models configured for semiconductor applications
US10318889B2 (en) * 2017-06-26 2019-06-11 Konica Minolta Laboratory U.S.A., Inc. Targeted data augmentation using neural style transfer
JP2019102682A (ja) * 2017-12-05 2019-06-24 株式会社プロスパイン 永電磁ホルダおよび永電磁ホルダ装置
KR102422729B1 (ko) * 2018-05-18 2022-07-19 구글 엘엘씨 학습 데이터 증강 정책
CN109086691B (zh) * 2018-07-16 2020-02-21 阿里巴巴集团控股有限公司 一种三维脸部活体检测方法、脸部认证识别方法及装置
KR102641116B1 (ko) * 2018-08-23 2024-02-27 삼성전자주식회사 데이터 증강에 기초한 인식 모델 트레이닝 방법 및 장치, 이미지 인식 방법 및 장치
KR102439606B1 (ko) * 2018-10-30 2022-09-01 삼성에스디에스 주식회사 전이 학습을 위한 기반 모델 결정 방법 및 그 방법을 지원하는 장치
TWI671652B (zh) * 2018-11-26 2019-09-11 財團法人資訊工業策進會 模型建置裝置與負載解析系統
US10776164B2 (en) * 2018-11-30 2020-09-15 EMC IP Holding Company LLC Dynamic composition of data pipeline in accelerator-as-a-service computing environment

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JP2021120914A (ja) 2021-08-19
US11436436B2 (en) 2022-09-06
US20200380302A1 (en) 2020-12-03
JP2020197833A (ja) 2020-12-10

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