JP7254240B2 - 推論装置、運転支援装置、推論方法、および、サーバ - Google Patents

推論装置、運転支援装置、推論方法、および、サーバ Download PDF

Info

Publication number
JP7254240B2
JP7254240B2 JP2022502639A JP2022502639A JP7254240B2 JP 7254240 B2 JP7254240 B2 JP 7254240B2 JP 2022502639 A JP2022502639 A JP 2022502639A JP 2022502639 A JP2022502639 A JP 2022502639A JP 7254240 B2 JP7254240 B2 JP 7254240B2
Authority
JP
Japan
Prior art keywords
machine learning
inference
data
unit
learning model
Prior art date
Legal status (The legal status 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 status listed.)
Active
Application number
JP2022502639A
Other languages
English (en)
Japanese (ja)
Other versions
JPWO2021171398A5 (https=
JPWO2021171398A1 (https=
Inventor
太郎 奥田
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Mitsubishi Electric Corp
Original Assignee
Mitsubishi Electric Corp
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 Mitsubishi Electric Corp filed Critical Mitsubishi Electric Corp
Publication of JPWO2021171398A1 publication Critical patent/JPWO2021171398A1/ja
Publication of JPWO2021171398A5 publication Critical patent/JPWO2021171398A5/ja
Application granted granted Critical
Publication of JP7254240B2 publication Critical patent/JP7254240B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/096Transfer learning
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W50/00Details of control systems for road vehicle drive control not related to the control of a particular sub-unit, e.g. process diagnostic or vehicle driver interfaces
    • B60W50/08Interaction between the driver and the control system
    • B60W50/082Selecting or switching between different modes of propelling
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W60/00Drive control systems specially adapted for autonomous road vehicles
    • B60W60/005Handover processes
    • B60W60/0051Handover processes from occupants to vehicle
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W60/00Drive control systems specially adapted for autonomous road vehicles
    • B60W60/005Handover processes
    • B60W60/0053Handover processes from vehicle to occupant
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/0985Hyperparameter optimisation; Meta-learning; Learning-to-learn
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/01Detecting movement of traffic to be counted or controlled
    • G08G1/0104Measuring and analyzing of parameters relative to traffic conditions
    • G08G1/0108Measuring and analyzing of parameters relative to traffic conditions based on the source of data
    • G08G1/0112Measuring and analyzing of parameters relative to traffic conditions based on the source of data from the vehicle, e.g. floating car data [FCD]
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/01Detecting movement of traffic to be counted or controlled
    • G08G1/0104Measuring and analyzing of parameters relative to traffic conditions
    • G08G1/0125Traffic data processing
    • G08G1/0129Traffic data processing for creating historical data or processing based on historical data
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/01Detecting movement of traffic to be counted or controlled
    • G08G1/0104Measuring and analyzing of parameters relative to traffic conditions
    • G08G1/0137Measuring and analyzing of parameters relative to traffic conditions for specific applications
    • G08G1/0145Measuring and analyzing of parameters relative to traffic conditions for specific applications for active traffic flow control
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/09Arrangements for giving variable traffic instructions
    • G08G1/0962Arrangements for giving variable traffic instructions having an indicator mounted inside the vehicle, e.g. giving voice messages
    • G08G1/09623Systems involving the acquisition of information from passive traffic signs by means mounted on the vehicle
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/09Arrangements for giving variable traffic instructions
    • G08G1/0962Arrangements for giving variable traffic instructions having an indicator mounted inside the vehicle, e.g. giving voice messages
    • G08G1/0967Systems involving transmission of highway information, e.g. weather, speed limits
    • G08G1/096708Systems involving transmission of highway information, e.g. weather, speed limits where the received information might be used to generate an automatic action on the vehicle control
    • G08G1/096716Systems involving transmission of highway information, e.g. weather, speed limits where the received information might be used to generate an automatic action on the vehicle control where the received information does not generate an automatic action on the vehicle control
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/09Arrangements for giving variable traffic instructions
    • G08G1/0962Arrangements for giving variable traffic instructions having an indicator mounted inside the vehicle, e.g. giving voice messages
    • G08G1/0967Systems involving transmission of highway information, e.g. weather, speed limits
    • G08G1/096708Systems involving transmission of highway information, e.g. weather, speed limits where the received information might be used to generate an automatic action on the vehicle control
    • G08G1/096725Systems involving transmission of highway information, e.g. weather, speed limits where the received information might be used to generate an automatic action on the vehicle control where the received information generates an automatic action on the vehicle control
    • GPHYSICS
    • G08SIGNALLING
    • G08GTRAFFIC CONTROL SYSTEMS
    • G08G1/00Traffic control systems for road vehicles
    • G08G1/09Arrangements for giving variable traffic instructions
    • G08G1/0962Arrangements for giving variable traffic instructions having an indicator mounted inside the vehicle, e.g. giving voice messages
    • G08G1/0967Systems involving transmission of highway information, e.g. weather, speed limits
    • G08G1/096766Systems involving transmission of highway information, e.g. weather, speed limits where the system is characterised by the origin of the information transmission
    • G08G1/096775Systems involving transmission of highway information, e.g. weather, speed limits where the system is characterised by the origin of the information transmission where the origin of the information is a central station
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B60VEHICLES IN GENERAL
    • B60WCONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION; CONTROL SYSTEMS SPECIALLY ADAPTED FOR HYBRID VEHICLES; ROAD VEHICLE DRIVE CONTROL SYSTEMS FOR PURPOSES NOT RELATED TO THE CONTROL OF A PARTICULAR SUB-UNIT
    • B60W2540/00Input parameters relating to occupants
    • B60W2540/215Selection or confirmation of options

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Automation & Control Theory (AREA)
  • Analytical Chemistry (AREA)
  • Computational Linguistics (AREA)
  • Mechanical Engineering (AREA)
  • Atmospheric Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Chemical & Material Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Transportation (AREA)
  • Human Computer Interaction (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Traffic Control Systems (AREA)
JP2022502639A 2020-02-26 2020-02-26 推論装置、運転支援装置、推論方法、および、サーバ Active JP7254240B2 (ja)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/JP2020/007607 WO2021171398A1 (ja) 2020-02-26 2020-02-26 推論装置、運転支援装置、推論方法、および、サーバ

Publications (3)

Publication Number Publication Date
JPWO2021171398A1 JPWO2021171398A1 (https=) 2021-09-02
JPWO2021171398A5 JPWO2021171398A5 (https=) 2022-03-10
JP7254240B2 true JP7254240B2 (ja) 2023-04-07

Family

ID=77490839

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2022502639A Active JP7254240B2 (ja) 2020-02-26 2020-02-26 推論装置、運転支援装置、推論方法、および、サーバ

Country Status (5)

Country Link
US (1) US20230035526A1 (https=)
JP (1) JP7254240B2 (https=)
CN (1) CN115136161A (https=)
DE (1) DE112020006796T5 (https=)
WO (1) WO2021171398A1 (https=)

Families Citing this family (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP7435793B2 (ja) * 2020-08-05 2024-02-21 日本電信電話株式会社 推論処理装置
JP7744197B2 (ja) * 2021-09-30 2025-09-25 太陽誘電株式会社 判定装置、判定システム、判定方法およびプログラム
JP2024131007A (ja) * 2023-03-15 2024-09-30 オムロン株式会社 移動経路決定システム、自律型移動装置、移動経路決定方法、プログラム

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170330109A1 (en) 2016-05-16 2017-11-16 Purepredictive, Inc. Predictive drift detection and correction
JP2019049778A (ja) 2017-09-07 2019-03-28 日本電信電話株式会社 検知装置、検知方法及び検知プログラム

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP4507679B2 (ja) * 2004-04-21 2010-07-21 富士ゼロックス株式会社 画像認識装置、画像抽出装置、画像抽出方法及びプログラム
JP6255944B2 (ja) * 2013-11-27 2018-01-10 株式会社リコー 画像解析装置、画像解析方法及び画像解析プログラム
JP6661398B2 (ja) * 2016-02-03 2020-03-11 キヤノン株式会社 情報処理装置および情報処理方法
JP6224811B1 (ja) * 2016-12-07 2017-11-01 たけおかラボ株式会社 ルールセットを選択可能な推論エンジンを有するプログラム、装置及び方法
JP6760200B2 (ja) * 2017-05-16 2020-09-23 富士通株式会社 推定プログラム、推定方法および推定装置
JP2019087012A (ja) 2017-11-07 2019-06-06 キヤノン株式会社 情報処理装置、情報処理方法、コンピュータプログラム、及び記憶媒体
JP7021507B2 (ja) * 2017-11-14 2022-02-17 富士通株式会社 特徴抽出装置、特徴抽出プログラム、および特徴抽出方法
US12293260B2 (en) * 2017-11-21 2025-05-06 Amazon Technologies, Inc. Generating and deploying packages for machine learning at edge devices
US11537931B2 (en) * 2017-11-29 2022-12-27 Google Llc On-device machine learning platform to enable sharing of machine-learned models between applications
US11410063B2 (en) * 2018-09-28 2022-08-09 B.yond, Inc. Self-intelligent improvement in predictive data models
US20200026289A1 (en) * 2019-09-28 2020-01-23 Ignacio J. Alvarez Distributed traffic safety consensus

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20170330109A1 (en) 2016-05-16 2017-11-16 Purepredictive, Inc. Predictive drift detection and correction
JP2019049778A (ja) 2017-09-07 2019-03-28 日本電信電話株式会社 検知装置、検知方法及び検知プログラム

Also Published As

Publication number Publication date
WO2021171398A1 (ja) 2021-09-02
CN115136161A (zh) 2022-09-30
JPWO2021171398A1 (https=) 2021-09-02
DE112020006796T5 (de) 2022-12-29
US20230035526A1 (en) 2023-02-02

Similar Documents

Publication Publication Date Title
JP7254240B2 (ja) 推論装置、運転支援装置、推論方法、および、サーバ
CN110570426B (zh) 使用深度学习的图像联合配准和分割
US11386298B2 (en) Uncertainty guided semi-supervised neural network training for image classification
US20200311483A1 (en) Learning of detection model using loss function
CN114186090A (zh) 一种图像标注数据的智能质检方法及系统
US11010948B2 (en) Agent navigation using visual inputs
US20220157407A1 (en) Information processing device, information processing method, recording medium recording information processing program, and information processing system
JP2023038178A (ja) ライダー基盤客体探知のための人工知能モデルの入力特徴マップ生成方法、装置およびコンピュータプログラム
WO2020166278A1 (ja) システム、訓練装置、訓練方法及び予測装置
US12573083B2 (en) Computer-readable recording medium storing object detection program, device, and machine learning model generation method of training object detection model to detect category and position of object
CN119323713B (zh) 超声图像分割模型训练方法、超声图像分割方法、电子设备及存储介质
US20250077778A1 (en) Producing calibrated confidence estimates for open-ended answers by generative artificial intelligence models
KR102352942B1 (ko) 객체 경계정보의 주석을 입력하는 방법 및 장치
US20240037388A1 (en) Method of learning neural network, feature selection apparatus, feature selection method, and recording medium
EP3869422A1 (en) Model update support method, model update support apparatus, and model update support program
CN113643311A (zh) 一种对边界误差鲁棒的图像分割方法和装置
CN113656555A (zh) 嵌套命名实体识别模型的训练方法、装置、设备和介质
US20230186118A1 (en) Computer-readable recording medium storing accuracy estimation program, device, and method
CN111523351A (zh) 神经网络的训练方法、装置和电子设备
US11688175B2 (en) Methods and systems for the automated quality assurance of annotated images
CN113656544B (zh) 嵌套命名实体识别模型的训练方法、装置、设备和介质
CN112749293A (zh) 一种图像分类方法、装置及存储介质
US20230230166A1 (en) Methods and systems for automatic classification of a level of vehicle damage
US20240037389A1 (en) Method of learning neural network, feature selection apparatus, feature selection method, and recording medium
US20230206128A1 (en) Non-transitory computer-readable recording medium, output control method, and information processing device

Legal Events

Date Code Title Description
A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20211206

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20220216

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20230228

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20230328

R150 Certificate of patent or registration of utility model

Ref document number: 7254240

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150