JP2021503662A - ニューラルネットワークのモデルの訓練 - Google Patents

ニューラルネットワークのモデルの訓練 Download PDF

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JP2021503662A
JP2021503662A JP2020527768A JP2020527768A JP2021503662A JP 2021503662 A JP2021503662 A JP 2021503662A JP 2020527768 A JP2020527768 A JP 2020527768A JP 2020527768 A JP2020527768 A JP 2020527768A JP 2021503662 A JP2021503662 A JP 2021503662A
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エリック ブレシュ
エリック ブレシュ
ウルフ グロッセカソーファー
ウルフ グロッセカソーファー
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JP2020527768A 2017-11-20 2018-11-20 ニューラルネットワークのモデルの訓練 Pending JP2021503662A (ja)

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US201762588575P 2017-11-20 2017-11-20
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Cited By (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2022190874A (ja) * 2021-06-15 2022-12-27 日本電信電話株式会社 学習装置、学習方法及びプログラム
WO2025009063A1 (ja) * 2023-07-04 2025-01-09 日本電信電話株式会社 学習装置、学習方法、及びプログラム
JP2026502028A (ja) * 2023-11-14 2026-01-21 江原大学校産学協力団 心電図復元モデル生成装置、心電図復元モデル生成方法および心電図復元方法

Families Citing this family (30)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10572775B2 (en) * 2017-12-05 2020-02-25 X Development Llc Learning and applying empirical knowledge of environments by robots
US11676220B2 (en) 2018-04-20 2023-06-13 Meta Platforms, Inc. Processing multimodal user input for assistant systems
US11886473B2 (en) 2018-04-20 2024-01-30 Meta Platforms, Inc. Intent identification for agent matching by assistant systems
US10963273B2 (en) * 2018-04-20 2021-03-30 Facebook, Inc. Generating personalized content summaries for users
US11715042B1 (en) 2018-04-20 2023-08-01 Meta Platforms Technologies, Llc Interpretability of deep reinforcement learning models in assistant systems
US11307880B2 (en) 2018-04-20 2022-04-19 Meta Platforms, Inc. Assisting users with personalized and contextual communication content
KR102718664B1 (ko) 2018-05-25 2024-10-18 삼성전자주식회사 영상 처리를 위한 네트워크 조정 방법 및 장치
CN108764185B (zh) * 2018-06-01 2022-07-19 京东方科技集团股份有限公司 一种图像处理方法及装置
US11301718B2 (en) * 2018-12-28 2022-04-12 Vizit Labs, Inc. Systems, methods, and storage media for training a machine learning model
US12293294B2 (en) 2018-12-28 2025-05-06 Vizit Labs, Inc. Systems and methods for image or video performance heat map generation
US12046062B2 (en) 2019-06-27 2024-07-23 Tata Consultancy Services Limited Intelligent visual reasoning over graphical illustrations using a MAC unit
DE102019209463A1 (de) * 2019-06-27 2020-12-31 Robert Bosch Gmbh Verfahren zur Bestimmung eines Vertrauenswertes eines Objektes einer Klasse
JP2021015425A (ja) * 2019-07-11 2021-02-12 富士通株式会社 学習方法、学習プログラム及び学習装置
CN110688942B (zh) * 2019-09-25 2023-05-26 西安邮电大学 一种基于InResNet网络的心电信号联合识别模块及方法
US11861674B1 (en) 2019-10-18 2024-01-02 Meta Platforms Technologies, Llc Method, one or more computer-readable non-transitory storage media, and a system for generating comprehensive information for products of interest by assistant systems
US12574627B2 (en) * 2019-10-18 2026-03-10 Meta Platforms Technologies, Llc Smart cameras enabled by assistant systems
US11567788B1 (en) 2019-10-18 2023-01-31 Meta Platforms, Inc. Generating proactive reminders for assistant systems
KR102402011B1 (ko) * 2020-02-18 2022-05-27 재단법인 아산사회복지재단 의료영상 처리 장치와 그 의료영상 학습 방법 및 의료영상 처리 방법
US11449716B2 (en) * 2020-03-31 2022-09-20 International Business Machines Corporation Model training using partially-annotated images
US11526694B2 (en) 2020-03-31 2022-12-13 International Business Machines Corporation Model training using fully and partially-annotated images
DE112021002345T5 (de) * 2020-04-16 2023-04-06 Koninklijke Philips N.V. Unterstützung eines benutzers bei der durchführung einer medizinischen ultraschalluntersuchung
US11651499B2 (en) 2020-09-17 2023-05-16 International Business Machines Corporation Reducing structural redundancy in automatic image segmentation
KR102899905B1 (ko) * 2020-10-07 2025-12-18 삼성전자주식회사 인공 신경망을 이용한 추론을 위한 트레이닝 방법, 인공 신경망을 이용한 추론 방법, 및 추론 장치
CN112603330B (zh) * 2020-12-28 2022-07-26 中国科学院微电子研究所 心电信号识别分类方法
CN112732913B (zh) * 2020-12-30 2023-08-22 平安科技(深圳)有限公司 一种非均衡样本的分类方法、装置、设备及存储介质
US12315218B2 (en) * 2022-07-06 2025-05-27 Shanghai United Imaging Intelligence Co., Ltd. Systems and methods for tracking groups of objects in medical images
US12456240B2 (en) * 2022-12-19 2025-10-28 Immunitybio, Inc. Fiducial localization with sparse annotations
FR3148661B1 (fr) * 2023-05-11 2026-04-17 St Microelectronics Int Nv Contrôle de la luminosité d’un écran
US20250119445A1 (en) * 2023-10-07 2025-04-10 Jpmorgan Chase Bank, N.A. System and method for providing advanced neuron-level vulnerability analysis in neural network-based models
WO2026084200A1 (ko) * 2024-10-15 2026-04-23 재단법인 한국마이크로의료로봇연구원 인공지능 기반 시선 추적 시스템 및 방법

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2017007626A1 (en) * 2015-07-09 2017-01-12 Qualcomm Incorporated Context-based priors for object detection in images

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP2577963A1 (en) * 2010-05-26 2013-04-10 Ramot at Tel Aviv University, Ltd. Method and system for correcting gaze offset
US10185803B2 (en) * 2015-06-15 2019-01-22 Deep Genomics Incorporated Systems and methods for classifying, prioritizing and interpreting genetic variants and therapies using a deep neural network
US10089576B2 (en) * 2015-07-28 2018-10-02 Microsoft Technology Licensing, Llc Representation learning using multi-task deep neural networks
WO2017189758A1 (en) * 2016-04-26 2017-11-02 Ascend Hit Llc System and methods for medical image analysis and reporting
CN107016665B (zh) * 2017-02-16 2021-05-04 浙江大学 一种基于深度卷积神经网络的ct肺结节检测方法
CN106713929B (zh) * 2017-02-16 2019-06-28 清华大学深圳研究生院 一种基于深度神经网络的视频帧间预测增强方法

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2017007626A1 (en) * 2015-07-09 2017-01-12 Qualcomm Incorporated Context-based priors for object detection in images

Non-Patent Citations (4)

* Cited by examiner, † Cited by third party
Title
WANG, XIN, ET AL.: "Gaze latent support vector machine for image classification improved by weakly supervised region sel", PATTERN RECOGNITION, vol. 72, JPN6022055771, 3 July 2017 (2017-07-03), pages 59 - 71, ISSN: 0005124084 *
ZHOU, BOLEI, ET AL.: "Learning Deep Features for Discriminative Localization", 2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), JPN6022055772, 2016, pages 2921 - 2929, ISSN: 0005124085 *
矢倉大夢、外4名: "CNNと注意機構による画像化されたマルウェアの解析手法", コンピュータセキュリティシンポジウム2017論文集, vol. 2017, no. 2, JPN6022055773, 16 October 2017 (2017-10-16), JP, pages 1381 - 1388, ISSN: 0005124086 *
磯沼大、外6名: "業績推定とのマルチタスク学習による決算短信からの重要文抽出", 電子情報通信学会技術研究報告, vol. 116, no. 451, JPN6022055776, 2 February 2017 (2017-02-02), JP, pages 45 - 50, ISSN: 0005124087 *

Cited By (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2022190874A (ja) * 2021-06-15 2022-12-27 日本電信電話株式会社 学習装置、学習方法及びプログラム
JP7572684B2 (ja) 2021-06-15 2024-10-24 日本電信電話株式会社 学習装置、学習方法及びプログラム
WO2025009063A1 (ja) * 2023-07-04 2025-01-09 日本電信電話株式会社 学習装置、学習方法、及びプログラム
JP2026502028A (ja) * 2023-11-14 2026-01-21 江原大学校産学協力団 心電図復元モデル生成装置、心電図復元モデル生成方法および心電図復元方法

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RU2020120475A (ru) 2021-12-22
US20190156204A1 (en) 2019-05-23
EP3714405A1 (en) 2020-09-30
WO2019097071A1 (en) 2019-05-23

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