CN114901534A - 对象检测以及跟踪 - Google Patents

对象检测以及跟踪 Download PDF

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Publication number
CN114901534A
CN114901534A CN202080089895.4A CN202080089895A CN114901534A CN 114901534 A CN114901534 A CN 114901534A CN 202080089895 A CN202080089895 A CN 202080089895A CN 114901534 A CN114901534 A CN 114901534A
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China
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output
tracking
environment
representation
data
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CN202080089895.4A
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English (en)
Chinese (zh)
Inventor
S·达斯
J·W·V·菲尔宾
B·I·兹维贝尔
K·于
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Zoox Inc
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Zoox Inc
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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Multimedia (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Remote Sensing (AREA)
  • Radar, Positioning & Navigation (AREA)
  • Electromagnetism (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Automation & Control Theory (AREA)
  • Databases & Information Systems (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Health & Medical Sciences (AREA)
  • Computing Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Aviation & Aerospace Engineering (AREA)
  • Human Computer Interaction (AREA)
  • Transportation (AREA)
  • Mechanical Engineering (AREA)
  • Data Mining & Analysis (AREA)
  • Optics & Photonics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Traffic Control Systems (AREA)
  • Control Of Driving Devices And Active Controlling Of Vehicle (AREA)
  • Image Analysis (AREA)
CN202080089895.4A 2019-10-26 2020-10-23 对象检测以及跟踪 Pending CN114901534A (zh)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201962926423P 2019-10-26 2019-10-26
US62/926,423 2019-10-26
US16/779,576 2020-01-31
US16/779,576 US12012127B2 (en) 2019-10-26 2020-01-31 Top-down view object detection and tracking
PCT/US2020/057233 WO2021081459A1 (en) 2019-10-26 2020-10-23 Object detection and tracking

Publications (1)

Publication Number Publication Date
CN114901534A true CN114901534A (zh) 2022-08-12

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CN202080089895.4A Pending CN114901534A (zh) 2019-10-26 2020-10-23 对象检测以及跟踪

Country Status (5)

Country Link
US (1) US12012127B2 (https=)
EP (1) EP4048568A4 (https=)
JP (1) JP7662628B2 (https=)
CN (1) CN114901534A (https=)
WO (1) WO2021081459A1 (https=)

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115598729A (zh) * 2022-11-09 2023-01-13 北京有竹居网络技术有限公司（Cn） 在物理环境中检测对象的方法、装置、设备和存储介质

Families Citing this family (56)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10564641B2 (en) 2018-07-20 2020-02-18 May Mobility, Inc. Multi-perspective system and method for behavioral policy selection by an autonomous agent
US10614709B2 (en) 2018-07-24 2020-04-07 May Mobility, Inc. Systems and methods for implementing multimodal safety operations with an autonomous agent
US10969470B2 (en) 2019-02-15 2021-04-06 May Mobility, Inc. Systems and methods for intelligently calibrating infrastructure devices using onboard sensors of an autonomous agent
WO2021016596A1 (en) 2019-07-25 2021-01-28 Nvidia Corporation Deep neural network for segmentation of road scenes and animate object instances for autonomous driving applications
US11912271B2 (en) * 2019-11-07 2024-02-27 Motional Ad Llc Trajectory prediction from precomputed or dynamically generated bank of trajectories
KR102732491B1 (ko) * 2019-11-12 2024-11-21 현대자동차주식회사 근거리 컷인 타겟 판단 장치 및 그의 판단 방법
US11532168B2 (en) * 2019-11-15 2022-12-20 Nvidia Corporation Multi-view deep neural network for LiDAR perception
US12080078B2 (en) 2019-11-15 2024-09-03 Nvidia Corporation Multi-view deep neural network for LiDAR perception
US11885907B2 (en) 2019-11-21 2024-01-30 Nvidia Corporation Deep neural network for detecting obstacle instances using radar sensors in autonomous machine applications
US12050285B2 (en) 2019-11-21 2024-07-30 Nvidia Corporation Deep neural network for detecting obstacle instances using radar sensors in autonomous machine applications
US11663726B2 (en) * 2020-01-31 2023-05-30 Zoox, Inc. Object velocity and/or yaw rate detection and tracking
US11983891B2 (en) * 2020-02-25 2024-05-14 Nippon Telegraph And Telephone Corporation Moving target tracking device, moving target tracking method, moving target tracking system, learning device, and program
US11580723B2 (en) * 2020-02-28 2023-02-14 Invision Ai Inc. Scene-aware object detection
EP3904907A1 (en) * 2020-04-29 2021-11-03 Aptiv Technologies Limited Methods and systems for tracking an object
US11823458B2 (en) * 2020-06-18 2023-11-21 Embedtek, LLC Object detection and tracking system
WO2022006418A1 (en) 2020-07-01 2022-01-06 May Mobility, Inc. Method and system for dynamically curating autonomous vehicle policies
WO2022014327A1 (ja) * 2020-07-14 2022-01-20 ソニーセミコンダクタソリューションズ株式会社 情報処理装置、情報処理方法、およびプログラム
US11487047B2 (en) * 2020-07-15 2022-11-01 International Business Machines Corporation Forecasting environmental occlusion events
KR20220056922A (ko) * 2020-10-28 2022-05-09 현대자동차주식회사 자율주행 제어 장치 및 방법
EP4260009A4 (en) 2020-12-14 2024-11-20 May Mobility, Inc. AUTONOMOUS VEHICLE SAFETY PLATFORM SYSTEM AND METHOD
EP4264181A4 (en) 2020-12-17 2024-10-30 May Mobility, Inc. METHOD AND SYSTEM FOR DYNAMIC UPDATING AN ENVIRONMENTAL REPRESENTATION OF AN AUTONOMOUS AGENT
US11858514B2 (en) 2021-03-30 2024-01-02 Zoox, Inc. Top-down scene discrimination
US11810225B2 (en) * 2021-03-30 2023-11-07 Zoox, Inc. Top-down scene generation
EP4314708A4 (en) 2021-04-02 2024-12-25 May Mobility, Inc. METHOD AND SYSTEM FOR OPERATING AN AUTONOMOUS AGENT WITH INCOMPLETE ENVIRONMENTAL INFORMATION
US12046013B2 (en) 2021-05-26 2024-07-23 Ford Global Technologies Llc Using relevance of objects to assess performance of an autonomous vehicle perception system
US20220382284A1 (en) * 2021-05-26 2022-12-01 Argo AI, LLC Perception system for assessing relevance of objects in an environment of an autonomous vehicle
WO2022256249A1 (en) 2021-06-02 2022-12-08 May Mobility, Inc. Method and system for remote assistance of an autonomous agent
CN115790619A (zh) * 2021-09-10 2023-03-14 罗伯特·博世有限公司 用于基于传感器可视性处理对象检测结果的处理系统、单元和方法
US11972614B2 (en) * 2021-11-09 2024-04-30 Zoox, Inc. Machine-learned architecture for efficient object attribute and/or intention classification
WO2023102098A1 (en) 2021-12-01 2023-06-08 May Mobility, Inc. Method and system for impact-based operation of an autonomous agent
US12296849B2 (en) 2021-12-02 2025-05-13 May Mobility, Inc. Method and system for feasibility-based operation of an autonomous agent
US12154346B2 (en) * 2021-12-17 2024-11-26 Gm Cruise Holdings Llc Estimating object uncertainty using a pre-non-maximum suppression ensemble
CN114359231B (zh) * 2022-01-06 2024-08-06 腾讯科技（深圳）有限公司 一种停车位的检测方法、装置、设备及存储介质
DE102022200139A1 (de) * 2022-01-10 2023-07-13 Robert Bosch Gesellschaft mit beschränkter Haftung Verfahren zur Optimierung der Umfeldwahrnehmung für ein Fahrunterstützungssystem mittels zusätzlicher Referenzsensorik
CN114119970B (zh) * 2022-01-29 2022-05-03 中科视语(北京)科技有限公司 目标跟踪方法及装置
JP7851524B2 (ja) 2022-02-14 2026-04-27 メイ モビリティー，インコーポレイテッド 自律エージェントの条件付き動作のための方法及びシステム
CN114187533B (zh) * 2022-02-15 2022-05-03 西南交通大学 一种基于随机森林时序分类的GB-InSAR大气改正方法
US20230281824A1 (en) * 2022-03-07 2023-09-07 Waymo Llc Generating panoptic segmentation labels
US12481695B2 (en) * 2022-04-12 2025-11-25 Dell Products L.P. Artificial intelligence-based techniques for automated visual data searching using edge devices
CN114972805A (zh) * 2022-05-07 2022-08-30 杭州像素元科技有限公司 一种基于无锚的联合检测和嵌入的多目标跟踪方法
US20230373092A1 (en) * 2022-05-23 2023-11-23 Infineon Technologies Ag Detection and Tracking of Humans using Sensor Fusion to Optimize Human to Robot Collaboration in Industry
US12578469B1 (en) * 2022-06-30 2026-03-17 Zoox, Inc. Dynamic object auto-labeling
US20240017745A1 (en) * 2022-07-14 2024-01-18 Nvidia Corporation Trajectory generation
US12253607B1 (en) 2022-08-31 2025-03-18 Zoox, Inc. Mirror object detection based on clustering of sensor data
JP7849255B2 (ja) * 2022-09-07 2026-04-21 株式会社Soken 追跡装置
US12240497B1 (en) 2022-09-21 2025-03-04 Zoox, Inc. Determining intention of bicycles and other person-wide vehicles
JP2026500243A (ja) 2022-12-13 2026-01-06 メイ モビリティー，インコーポレイテッド 自律車両が遭遇し得るリスクを評価し軽減するための方法およびシステム
US20240265298A1 (en) * 2023-02-07 2024-08-08 Motional Ad Llc Conflict analysis between occupancy grids and semantic segmentation maps
US12223677B1 (en) * 2023-07-18 2025-02-11 Aurora Operations, Inc. Map-anchored object detection
KR102925170B1 (ko) * 2023-09-13 2026-02-06 주식회사 신세계아이앤씨 라이다 센서와 카메라를 이용한 객체 추적 방법 및 그 장치
WO2025090200A1 (en) * 2023-10-24 2025-05-01 Qualcomm Incorporated Dynamic occupancy grid architecture
US12600385B1 (en) * 2023-10-31 2026-04-14 Zoox, Inc. Machine-learned model architecture for occluded object spawning, track generation, and/or trajectory prediction
US12559138B2 (en) * 2023-11-21 2026-02-24 Zoox, Inc. Machine-learned model architecture for diverse object path prediction
US12515698B2 (en) 2023-11-28 2026-01-06 Zoox, Inc. Refinement training for machine-learned vehicle control model
US12535780B1 (en) * 2024-01-25 2026-01-27 Zoox, Inc. Efficient relative position-aware attention for transformer-based machine-learned models
CN120294733B (zh) * 2025-06-11 2025-08-08 长沙莫之比智能科技有限公司 基于cfar和孤立森林融合的雷达一维距离像多目标检测方法

Family Cites Families (45)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP2921362B1 (en) 2014-03-18 2020-08-12 Volvo Car Corporation Vehicle, vehicle system and method for increasing safety and/or comfort during autonomous driving
JP6384167B2 (ja) 2014-07-17 2018-09-05 日本電気株式会社 移動体追跡装置及び移動体追跡方法、並びにコンピュータ・プログラム
US10229329B2 (en) 2016-11-08 2019-03-12 Dedrone Holdings, Inc. Systems, methods, apparatuses, and devices for identifying, tracking, and managing unmanned aerial vehicles
US11543513B2 (en) 2015-09-30 2023-01-03 Sony Corporation Information processing apparatus, information processing method and program
US20190174207A1 (en) * 2016-05-09 2019-06-06 StrongForce IoT Portfolio 2016, LLC Methods and systems for the industrial internet of things
JP6663822B2 (ja) * 2016-08-08 2020-03-13 日立オートモティブシステムズ株式会社 自動運転装置
US10611379B2 (en) * 2016-08-16 2020-04-07 Toyota Jidosha Kabushiki Kaisha Integrative cognition of driver behavior
EP3285230B1 (en) 2016-08-19 2021-04-07 Veoneer Sweden AB Enhanced object detection and motion estimation for a vehicle environment detection system
US10220857B2 (en) 2017-02-23 2019-03-05 Uber Technologies, Inc. Vehicle control system
US10318822B2 (en) 2017-04-06 2019-06-11 GM Global Technology Operations LLC Object tracking
US11410673B2 (en) 2017-05-03 2022-08-09 Soltare Inc. Audio processing for vehicle sensory systems
US10395144B2 (en) 2017-07-24 2019-08-27 GM Global Technology Operations LLC Deeply integrated fusion architecture for automated driving systems
US10657811B2 (en) 2017-10-04 2020-05-19 Toyota Motor Engineering & Manufacturing North America, Inc. Travel lane identification without road curvature data
US10503172B2 (en) 2017-10-18 2019-12-10 Luminar Technologies, Inc. Controlling an autonomous vehicle based on independent driving decisions
US11475351B2 (en) * 2017-11-15 2022-10-18 Uatc, Llc Systems and methods for object detection, tracking, and motion prediction
JP6917878B2 (ja) 2017-12-18 2021-08-11 日立Astemo株式会社 移動体挙動予測装置
US10836379B2 (en) * 2018-03-23 2020-11-17 Sf Motors, Inc. Multi-network-based path generation for vehicle parking
US10414395B1 (en) 2018-04-06 2019-09-17 Zoox, Inc. Feature-based prediction
US20190310651A1 (en) 2018-04-10 2019-10-10 Uber Technologies, Inc. Object Detection and Determination of Motion Information Using Curve-Fitting in Autonomous Vehicle Applications
US10909377B2 (en) 2018-04-18 2021-02-02 Baidu Usa Llc Tracking objects with multiple cues
US10649459B2 (en) 2018-04-26 2020-05-12 Zoox, Inc. Data segmentation using masks
US11138745B2 (en) * 2018-04-30 2021-10-05 Uatc, Llc Object association for autonomous vehicles
US10726567B2 (en) 2018-05-03 2020-07-28 Zoox, Inc. Associating LIDAR data and image data
US11164016B2 (en) 2018-05-17 2021-11-02 Uatc, Llc Object detection and property determination for autonomous vehicles
US10691130B2 (en) 2018-06-06 2020-06-23 Uatc, Llc Gridlock solver for motion planning system of an autonomous vehicle
US10817740B2 (en) 2018-06-20 2020-10-27 Zoox, Inc. Instance segmentation inferred from machine learning model output
US10936922B2 (en) 2018-06-20 2021-03-02 Zoox, Inc. Machine learning techniques
US11514293B2 (en) 2018-09-11 2022-11-29 Nvidia Corporation Future object trajectory predictions for autonomous machine applications
US11217012B2 (en) * 2018-11-16 2022-01-04 Uatc, Llc System and method for identifying travel way features for autonomous vehicle motion control
US10814870B2 (en) * 2018-12-04 2020-10-27 GM Global Technology Operations LLC Multi-headed recurrent neural network (RNN) for multi-class trajectory predictions
US11630197B2 (en) 2019-01-04 2023-04-18 Qualcomm Incorporated Determining a motion state of a target object
CN109740742A (zh) * 2019-01-14 2019-05-10 哈尔滨工程大学 一种基于lstm神经网络的目标跟踪方法
US10919543B2 (en) * 2019-01-30 2021-02-16 StradVision, Inc. Learning method and learning device for determining whether to switch mode of vehicle from manual driving mode to autonomous driving mode by performing trajectory-based behavior analysis on recent driving route
US10482584B1 (en) * 2019-01-31 2019-11-19 StradVision, Inc. Learning method and learning device for removing jittering on video acquired through shaking camera by using a plurality of neural networks for fault tolerance and fluctuation robustness in extreme situations, and testing method and testing device using the same
US10825188B1 (en) * 2019-03-08 2020-11-03 Zoox, Inc. Detector-tracker architecture
US11062454B1 (en) 2019-04-16 2021-07-13 Zoox, Inc. Multi-modal sensor data association architecture
US11231481B1 (en) 2019-05-08 2022-01-25 Zoox, Inc. Radar false negative analysis
US11275173B2 (en) 2019-05-20 2022-03-15 Zoox, Inc. Yaw rate from radar data
JP7181997B2 (ja) * 2019-05-23 2022-12-01 日立Astemo株式会社 車両制御システム及び車両制御方法
US11500385B2 (en) * 2019-09-30 2022-11-15 Zoox, Inc. Collision avoidance perception system
US11726492B2 (en) * 2019-10-02 2023-08-15 Zoox, Inc. Collision avoidance perception system
US11994866B2 (en) 2019-10-02 2024-05-28 Zoox, Inc. Collision avoidance perception system
US11614742B2 (en) 2019-11-27 2023-03-28 Zoox, Inc. Height estimation using sensor data
US11663726B2 (en) * 2020-01-31 2023-05-30 Zoox, Inc. Object velocity and/or yaw rate detection and tracking
US11570638B2 (en) * 2020-06-26 2023-01-31 Intel Corporation Automated network control systems that adapt network configurations based on the local network environment

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN115598729A (zh) * 2022-11-09 2023-01-13 北京有竹居网络技术有限公司（Cn） 在物理环境中检测对象的方法、装置、设备和存储介质

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