CN114127805B - 深度网络的训练方法 - Google Patents

深度网络的训练方法

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Publication number
CN114127805B
CN114127805B CN202080050025.6A CN202080050025A CN114127805B CN 114127805 B CN114127805 B CN 114127805B CN 202080050025 A CN202080050025 A CN 202080050025A CN 114127805 B CN114127805 B CN 114127805B
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image
reference image
program code
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manipulated
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Chinese (zh)
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CN114127805A (zh
Inventor
K·斯通
K·尚卡尔
M·拉斯基
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Toyota Research Institute Inc
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Toyota Research Institute Inc
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  • Engineering & Computer Science (AREA)
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  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Architecture (AREA)
  • Computer Graphics (AREA)
  • Computer Hardware Design (AREA)
  • Automation & Control Theory (AREA)
  • Manipulator (AREA)
  • Image Analysis (AREA)
  • Control Of Position, Course, Altitude, Or Attitude Of Moving Bodies (AREA)
  • Processing Or Creating Images (AREA)
  • User Interface Of Digital Computer (AREA)
CN202080050025.6A 2019-07-23 2020-06-05 深度网络的训练方法 Active CN114127805B (zh)

Applications Claiming Priority (9)

Application Number Priority Date Filing Date Title
US201962877793P 2019-07-23 2019-07-23
US201962877791P 2019-07-23 2019-07-23
US201962877792P 2019-07-23 2019-07-23
US62/877,791 2019-07-23
US62/877,792 2019-07-23
US62/877,793 2019-07-23
US16/570,813 US11113526B2 (en) 2019-07-23 2019-09-13 Training methods for deep networks
US16/570,813 2019-09-13
PCT/US2020/036450 WO2021015869A1 (en) 2019-07-23 2020-06-05 Training methods for deep networks

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CN114127805A CN114127805A (zh) 2022-03-01
CN114127805B true CN114127805B (zh) 2026-02-10

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CN202080050025.6A Active CN114127805B (zh) 2019-07-23 2020-06-05 深度网络的训练方法
CN202080050426.1A Pending CN114127806A (zh) 2019-07-23 2020-06-05 增强来自机器人设备的视觉输出的系统和方法
CN202080050023.7A Active CN114080583B (zh) 2019-07-23 2020-07-22 视觉教导和重复移动操纵系统

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CN202080050426.1A Pending CN114127806A (zh) 2019-07-23 2020-06-05 增强来自机器人设备的视觉输出的系统和方法
CN202080050023.7A Active CN114080583B (zh) 2019-07-23 2020-07-22 视觉教导和重复移动操纵系统

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Country Link
US (6) US11288883B2 (https=)
EP (4) EP4004828A4 (https=)
JP (4) JP7581320B2 (https=)
CN (3) CN114127805B (https=)
WO (4) WO2021015869A1 (https=)

Families Citing this family (23)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP3903518B1 (en) * 2018-12-28 2026-04-15 Apple Inc. Providing verified claims of user identity
US11288883B2 (en) 2019-07-23 2022-03-29 Toyota Research Institute, Inc. Autonomous task performance based on visual embeddings
US11685045B1 (en) * 2019-09-09 2023-06-27 X Development Llc Asynchronous robotic control using most recently selected robotic action data
WO2021067680A1 (en) * 2019-10-02 2021-04-08 Baker Hughes Oilfield Operations Llc Telemetry harvesting and analysis from extended reality streaming
WO2021147026A1 (en) * 2020-01-22 2021-07-29 Abb Schweiz Ag Method and electronic device, system and computer readable medium for time calibration
US11328170B2 (en) * 2020-02-19 2022-05-10 Toyota Research Institute, Inc. Unknown object identification for robotic device
US11679498B2 (en) * 2020-05-27 2023-06-20 Intrinsic Innovation Llc Robot execution system
US11813748B2 (en) 2020-10-13 2023-11-14 Google Llc Simulating multiple robots in virtual environments
EP4229546A4 (en) * 2020-10-14 2024-04-10 One Cup Productions Ltd. ANIMAL VISUAL IDENTIFICATION, TRACKING, SURVEILLANCE AND EVALUATION SYSTEMS AND ASSOCIATED METHODS
KR20230122118A (ko) 2020-12-21 2023-08-22 보스턴 다이나믹스, 인크. 지도된 자율 파지
US20220197277A1 (en) * 2020-12-23 2022-06-23 Qatar Foundation For Education, Science And Community Development Telepresence control schemes for hazardous environments
IT202100003821A1 (it) * 2021-02-19 2022-08-19 Univ Pisa Procedimento di interazione con oggetti
DE102021202570A1 (de) * 2021-03-16 2022-09-22 Robert Bosch Gesellschaft mit beschränkter Haftung Vorrichtung und verfahren zum lokalisieren von stellen von objekten aus kamerabildern der objekte
US12065051B2 (en) * 2021-05-05 2024-08-20 ABB E-mobility B.V. Systems and methods for electric vehicle charging using machine learning
JP7702508B2 (ja) * 2021-07-15 2025-07-03 シェフラー テクノロジーズ アー・ゲー ウント コー． カー・ゲー ハンドジェスチャコントロールおよび視覚慣性オドメトリを使用するロボットシステムのティーチング
US12002257B2 (en) * 2021-11-29 2024-06-04 Google Llc Video screening using a machine learning video screening model trained using self-supervised training
US12515332B2 (en) * 2022-02-09 2026-01-06 eBots Inc. System and method for sequencing assembly tasks
GB2616001A (en) * 2022-02-17 2023-08-30 Roke Manor Res Limited Remote visual inspection guidance
US20230286161A1 (en) * 2022-03-11 2023-09-14 Boston Dynamics, Inc. Systems and Methods for Robotic Manipulation Using Extended Reality
US12539609B2 (en) * 2023-08-29 2026-02-03 Nvidia Corporation Data generation of robotic devices performing tasks
CN116823838B (zh) * 2023-08-31 2023-11-14 武汉理工大学三亚科教创新园 高斯先验标签分配与特征解耦的海洋船舶检测方法与系统
DE102024112986A1 (de) * 2024-05-08 2025-11-13 Helmholtz-Zentrum Dresden - Rossendorf E. V. Verfahren und Vorrichtung zur Bildverarbeitung und Computerlesbares Speichermedium
WO2026015471A1 (en) * 2024-07-08 2026-01-15 Bria Artificial Intelligence Ltd Controllable and attributable generation of machine-generated content

Family Cites Families (96)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2000287166A (ja) * 1999-01-29 2000-10-13 Sony Corp データ記述方法及びデータ処理装置
US7082497B2 (en) * 2001-12-28 2006-07-25 Hewlett-Packard Development Company, L.P. System and method for managing a moveable media library with library partitions
JP3834297B2 (ja) * 2003-05-12 2006-10-18 ファナック株式会社 画像処理装置
DE60330720D1 (de) * 2003-07-04 2010-02-04 Mitsubishi Electric Corp Verfahren und Vorrichtung zur Darstellung einer Gruppe von Bildern
WO2005098729A2 (en) * 2004-03-27 2005-10-20 Harvey Koselka Autonomous personal service robot
JP2005308993A (ja) * 2004-04-20 2005-11-04 Matsushita Electric Ind Co Ltd 学習支援システム
DE102005009437A1 (de) * 2005-03-02 2006-09-07 Kuka Roboter Gmbh Verfahren und Vorrichtung zum Einblenden von AR-Objekten
JP2007026309A (ja) * 2005-07-20 2007-02-01 Fuji Xerox Co Ltd 画像形成装置及びその制御方法
US7836437B2 (en) * 2006-02-10 2010-11-16 Microsoft Corporation Semantic annotations for virtual objects
WO2007138987A1 (ja) * 2006-05-25 2007-12-06 Takehiro Ishizaki 作業ロボット
US8121347B2 (en) 2006-12-12 2012-02-21 Rutgers, The State University Of New Jersey System and method for detecting and tracking features in images
JP5037248B2 (ja) * 2007-07-17 2012-09-26 株式会社日立製作所 情報収集システムおよび情報収集ロボット
EP2179398B1 (en) * 2007-08-22 2011-03-02 Honda Research Institute Europe GmbH Estimating objects proper motion using optical flow, kinematics and depth information
JP5382770B2 (ja) * 2008-12-26 2014-01-08 株式会社Ｉｈｉエアロスペース 無人移動体システム
FR2946160B1 (fr) 2009-05-26 2014-05-09 Aldebaran Robotics Systeme et procede pour editer et commander des comportements d'un robot mobile.
JP2013022705A (ja) * 2011-07-25 2013-02-04 Sony Corp ロボット装置及びロボット装置の制御方法、コンピューター・プログラム、並びにロボット・システム
US9092698B2 (en) * 2012-06-21 2015-07-28 Rethink Robotics, Inc. Vision-guided robots and methods of training them
US9186793B1 (en) * 2012-08-31 2015-11-17 Brain Corporation Apparatus and methods for controlling attention of a robot
JP6054136B2 (ja) * 2012-10-23 2016-12-27 シャープ株式会社 機器制御装置、および自走式電子機器
US9940553B2 (en) * 2013-02-22 2018-04-10 Microsoft Technology Licensing, Llc Camera/object pose from predicted coordinates
US9233470B1 (en) * 2013-03-15 2016-01-12 Industrial Perception, Inc. Determining a virtual representation of an environment by projecting texture patterns
US9542626B2 (en) 2013-09-06 2017-01-10 Toyota Jidosha Kabushiki Kaisha Augmenting layer-based object detection with deep convolutional neural networks
US10888998B2 (en) * 2013-10-07 2021-01-12 Abb Schweiz Ag Method and device for verifying one or more safety volumes for a movable mechanical unit
US9259844B2 (en) * 2014-02-12 2016-02-16 General Electric Company Vision-guided electromagnetic robotic system
US9579799B2 (en) * 2014-04-30 2017-02-28 Coleman P. Parker Robotic control system using virtual reality input
EP3159121A4 (en) 2014-06-17 2018-05-16 Yujin Robot Co., Ltd. Device for updating map of mobile robot and method therefor
CN104299006B (zh) * 2014-07-23 2018-11-09 中国传媒大学 一种基于深度神经网络的车牌识别方法
US10518409B2 (en) 2014-09-02 2019-12-31 Mark Oleynik Robotic manipulation methods and systems for executing a domain-specific application in an instrumented environment with electronic minimanipulation libraries
US9579790B2 (en) * 2014-09-17 2017-02-28 Brain Corporation Apparatus and methods for removal of learned behaviors in robots
US9630318B2 (en) * 2014-10-02 2017-04-25 Brain Corporation Feature detection apparatus and methods for training of robotic navigation
US9754188B2 (en) * 2014-10-23 2017-09-05 Microsoft Technology Licensing, Llc Tagging personal photos with deep networks
JP2016107379A (ja) * 2014-12-08 2016-06-20 ファナック株式会社 拡張現実対応ディスプレイを備えたロボットシステム
US9420741B2 (en) * 2014-12-15 2016-08-23 Irobot Corporation Robot lawnmower mapping
US10568258B2 (en) * 2014-12-23 2020-02-25 Husqvarna Ab Robotic vehicle with adjustable operating area
CN104732518B (zh) 2015-01-19 2017-09-01 北京工业大学 一种基于智能机器人地面特征的ptam改进方法
CN104808590B (zh) 2015-02-14 2017-01-25 浙江大学 一种基于关键帧策略的移动机器人视觉伺服控制方法
US9643314B2 (en) * 2015-03-04 2017-05-09 The Johns Hopkins University Robot control, training and collaboration in an immersive virtual reality environment
US9922271B2 (en) 2015-03-20 2018-03-20 Netra, Inc. Object detection and classification
US9868211B2 (en) * 2015-04-09 2018-01-16 Irobot Corporation Restricting movement of a mobile robot
JP2017033399A (ja) * 2015-08-04 2017-02-09 トヨタ自動車株式会社 移動体監視システム
US9646655B2 (en) 2015-08-31 2017-05-09 Fuji Xerox Co., Ltd. Systems and methods for interaction-based analysis and visualization of remote collaboration sessions
EP3408848A4 (en) * 2016-01-29 2019-08-28 Pointivo Inc. SYSTEMS AND METHOD FOR EXTRACTING INFORMATION ON OBJECTS FROM SCENE INFORMATION
EP4410155A1 (en) * 2016-05-09 2024-08-07 Grabango Co. System and method for computer vision driven applications within an environment
US10241514B2 (en) * 2016-05-11 2019-03-26 Brain Corporation Systems and methods for initializing a robot to autonomously travel a trained route
CN114967433B (zh) * 2016-05-20 2023-08-18 谷歌有限责任公司 基于捕获物体的图像的机器学习方法和装置
CN106023211B (zh) 2016-05-24 2019-02-26 深圳前海勇艺达机器人有限公司 基于深度学习的机器人图像定位方法及系统
US10105847B1 (en) * 2016-06-08 2018-10-23 X Development Llc Detecting and responding to geometric changes to robots
US10055667B2 (en) * 2016-08-03 2018-08-21 X Development Llc Generating a model for an object encountered by a robot
US9964955B2 (en) 2016-08-04 2018-05-08 Canvas Technology, Inc. System and methods of determining a geometric pose of a camera based on spatial and visual mapping
US10346710B2 (en) * 2016-09-29 2019-07-09 Datacolor Inc. Multi-agent training of a color identification neural network
JP2018055429A (ja) * 2016-09-29 2018-04-05 ファナック株式会社 物体認識装置および物体認識方法
US10162360B2 (en) * 2016-12-01 2018-12-25 GM Global Technology Operations LLC Vehicle environment imaging systems and methods
KR101850410B1 (ko) * 2016-12-26 2018-04-20 한국생산기술연구원 가상 현실 기반 로봇 교시를 위한 시뮬레이션 장치 및 방법
JP2018122376A (ja) * 2017-01-31 2018-08-09 セイコーエプソン株式会社 画像処理装置、ロボット制御装置、及びロボット
WO2018156952A1 (en) * 2017-02-25 2018-08-30 Diligent Robotics, Inc. Systems, apparatus, and methods for robotic learning and execution of skills
JP2020509500A (ja) * 2017-03-02 2020-03-26 ロブアート ゲーエムベーハーＲＯＢＡＲＴ ＧｍｂＨ 自律移動ロボットの制御方法
CN107092926A (zh) * 2017-03-30 2017-08-25 哈尔滨工程大学 基于深度学习的服务机器人物体识别算法
CN109213306B (zh) * 2017-06-30 2022-02-01 沈阳新松机器人自动化股份有限公司 一种机器人远程控制平台及其设计方法
KR102024092B1 (ko) * 2017-07-12 2019-09-23 엘지전자 주식회사 이동 로봇 시스템 및 그 제어방법
EP3658340A2 (en) * 2017-07-25 2020-06-03 MBL Limited Systems and methods for operating a robotic system and executing robotic interactions
CN117115256B (zh) 2017-08-14 2026-01-02 乐天集团股份有限公司 图像处理系统
CN107610579A (zh) * 2017-09-05 2018-01-19 芜湖瑞思机器人有限公司 基于vr系统控制的工业机器人示教系统及其示教方法
US10354139B1 (en) * 2017-09-07 2019-07-16 X Development Llc Generating and utilizing spatial affordances for an object in robotics applications
JP6822929B2 (ja) 2017-09-19 2021-01-27 株式会社東芝 情報処理装置、画像認識方法および画像認識プログラム
WO2019060787A1 (en) * 2017-09-21 2019-03-28 Lexset.Ai Llc DETECTION OF AT LEAST ONE OBJECT IN AN IMAGE, OR A SEQUENCE OF IMAGES, AND DETERMINATION OF A CATEGORY AND AT LEAST ONE DESCRIPTOR FOR EACH OF THESE OBJECTS, GENERATION OF SYNTHETIC LEARNING DATA, AND FORMATION OF A NEURONAL NETWORK USING SYNTHETIC LEARNING DATA
US10607079B2 (en) * 2017-09-26 2020-03-31 Toyota Research Institute, Inc. Systems and methods for generating three dimensional skeleton representations
CN111448581B (zh) 2017-10-24 2023-12-05 巴黎欧莱雅公司 使用深层神经网络进行图像处理的系统和方法
US11703334B2 (en) * 2017-10-31 2023-07-18 Hewlett-Packard Development Company. L.P. Mobile robots to generate reference maps for localization
US10346721B2 (en) * 2017-11-01 2019-07-09 Salesforce.Com, Inc. Training a neural network using augmented training datasets
JP6972962B2 (ja) * 2017-11-22 2021-11-24 コニカミノルタ株式会社 物体追跡装置、物体追跡方法、および、物体追跡プログラム
US11771283B2 (en) * 2017-12-06 2023-10-03 BISSELL , Inc. Method and system for manual control of autonomous floor cleaner
US10380751B1 (en) * 2017-12-12 2019-08-13 The Government Of The United States Of America, As Represented By The Secretary Of The Navy Robot vision in autonomous underwater vehicles using the color shift in underwater imaging
JP7014586B2 (ja) * 2017-12-13 2022-02-01 東芝ライフスタイル株式会社 自律走行体
US10810427B1 (en) * 2017-12-15 2020-10-20 AI Incorporated Methods for an autonomous robotic device to identify locations captured in an image
US10981272B1 (en) * 2017-12-18 2021-04-20 X Development Llc Robot grasp learning
JP6641447B2 (ja) * 2017-12-26 2020-02-05 キヤノン株式会社 撮像装置及びその制御方法、プログラム、記憶媒体
US10913154B2 (en) * 2018-01-02 2021-02-09 General Electric Company Systems and method for robotic learning of industrial tasks based on human demonstration
US11097418B2 (en) * 2018-01-04 2021-08-24 X Development Llc Grasping of an object by a robot based on grasp strategy determined using machine learning model(s)
US10878294B2 (en) * 2018-01-05 2020-12-29 Irobot Corporation Mobile cleaning robot artificial intelligence for situational awareness
WO2019138640A1 (ja) * 2018-01-10 2019-07-18 ソニー株式会社 情報処理装置、情報処理方法、および、プログラム
CN108333941A (zh) * 2018-02-13 2018-07-27 华南理工大学 一种基于混合增强智能的云机器人协作学习方法
US11340630B2 (en) * 2018-03-30 2022-05-24 Brain Corporation Systems and methods for robust robotic mapping
CN108619723A (zh) * 2018-04-18 2018-10-09 咪咕互动娱乐有限公司 一种应用操作的处理方法、装置以及存储介质
US10332261B1 (en) * 2018-04-26 2019-06-25 Capital One Services, Llc Generating synthetic images as training dataset for a machine learning network
CN108592920B (zh) * 2018-04-28 2022-04-12 上海智蕙林医疗科技有限公司 一种机器人的路径规划方法及系统
US11189078B2 (en) * 2018-06-20 2021-11-30 Google Llc Automated understanding of three dimensional (3D) scenes for augmented reality applications
US10636114B2 (en) * 2018-08-04 2020-04-28 Beijing Jingdong Shangke Information Technology Co., Ltd. System and method for scan-matching oriented visual slam
US11030458B2 (en) * 2018-09-14 2021-06-08 Microsoft Technology Licensing, Llc Generating synthetic digital assets for a virtual scene including a model of a real-world object
CN109543600A (zh) * 2018-11-21 2019-03-29 成都信息工程大学 一种实现可行驶区域检测方法及系统和应用
US10824923B1 (en) * 2019-01-23 2020-11-03 Facebook Technologies, Llc System and method for improving localization and object tracking
US10870204B2 (en) * 2019-01-25 2020-12-22 Mujin, Inc. Robotic system control method and controller
CN109886141B (zh) * 2019-01-28 2023-06-06 同济大学 一种基于不确定性优化的行人再辨识方法
JP7203474B2 (ja) * 2019-02-20 2023-01-13 富士フイルム株式会社 マンモグラフィ装置及びプログラム
CN109828588A (zh) * 2019-03-11 2019-05-31 浙江工业大学 一种基于多传感器融合的机器人室内路径规划方法
US11288883B2 (en) 2019-07-23 2022-03-29 Toyota Research Institute, Inc. Autonomous task performance based on visual embeddings
US11529737B2 (en) * 2020-01-30 2022-12-20 Raytheon Company System and method for using virtual/augmented reality for interaction with collaborative robots in manufacturing or industrial environment

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
RIO: 3D Object Instance Re-Localization in Changing Indoor Environments;Johanna Wald等;arXiv;20190816;全文 *

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