EP3698286A4 - Procédé et système de segmentation sémantique concernant un réseau neuronal convolutif - Google Patents

Procédé et système de segmentation sémantique concernant un réseau neuronal convolutif Download PDF

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Publication number
EP3698286A4
EP3698286A4 EP18913207.9A EP18913207A EP3698286A4 EP 3698286 A4 EP3698286 A4 EP 3698286A4 EP 18913207 A EP18913207 A EP 18913207A EP 3698286 A4 EP3698286 A4 EP 3698286A4
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EP
European Patent Office
Prior art keywords
neuronal
inclusion
semantic segmentation
several tasks
folding network
Prior art date
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Application number
EP18913207.9A
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German (de)
English (en)
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EP3698286A1 (fr
Inventor
Bao RUXIAO
Xu XUN
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Beijing Didi Infinity Technology and Development Co Ltd
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Beijing Didi Infinity Technology and Development Co Ltd
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Publication of EP3698286A1 publication Critical patent/EP3698286A1/fr
Publication of EP3698286A4 publication Critical patent/EP3698286A4/fr
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/11Region-based segmentation
    • 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
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/045Combinations of networks
    • G06N3/0455Auto-encoder networks; Encoder-decoder networks
    • 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
    • G06N3/0464Convolutional networks [CNN, ConvNet]
    • 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
    • G06N3/084Backpropagation, e.g. using gradient descent
    • 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
    • G06N3/09Supervised 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
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10016Video; Image sequence
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20081Training; Learning
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30248Vehicle exterior or interior
    • G06T2207/30252Vehicle exterior; Vicinity of vehicle
    • G06T2207/30261Obstacle

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Biomedical Technology (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Image Analysis (AREA)
EP18913207.9A 2018-12-31 2018-12-31 Procédé et système de segmentation sémantique concernant un réseau neuronal convolutif Withdrawn EP3698286A4 (fr)

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
PCT/US2018/068172 WO2020142077A1 (fr) 2018-12-31 2018-12-31 Procédé et système de segmentation sémantique concernant un réseau neuronal convolutif

Publications (2)

Publication Number Publication Date
EP3698286A1 EP3698286A1 (fr) 2020-08-26
EP3698286A4 true EP3698286A4 (fr) 2020-12-23

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EP18913207.9A Withdrawn EP3698286A4 (fr) 2018-12-31 2018-12-31 Procédé et système de segmentation sémantique concernant un réseau neuronal convolutif

Country Status (2)

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EP (1) EP3698286A4 (fr)
WO (1) WO2020142077A1 (fr)

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Publication number Priority date Publication date Assignee Title
CN112489060B (zh) * 2020-12-07 2022-05-10 北京医准智能科技有限公司 一种用于肺炎病灶分割的系统及方法
CN113112454B (zh) * 2021-03-22 2024-03-19 西北工业大学 一种基于任务动态学习部分标记的医学图像分割方法
US12566941B2 (en) 2021-03-25 2026-03-03 GE Precision Healthcare LLC Extension of existing neural networks without affecting existing outputs
CN113348463B (zh) * 2021-04-26 2022-05-10 华为技术有限公司 一种信息处理方法及装置
CN115376176A (zh) * 2021-05-21 2022-11-22 阿里巴巴新加坡控股有限公司 图像处理方法及装置
CN113689438A (zh) * 2021-08-12 2021-11-23 华中农业大学 针对果粒边缘的葡萄果粒分割方法
CN114240945B (zh) * 2022-02-28 2022-05-10 科大天工智能装备技术(天津)有限公司 一种基于目标分割的桥梁钢索断裂检测方法及系统
CN114915786B (zh) * 2022-04-26 2023-07-28 哈尔滨工业大学(深圳) 一种面向物联网场景的非对称语义图像压缩方法
CN114972313B (zh) * 2022-06-22 2024-04-19 北京航空航天大学 图像分割网络预训练方法及装置
CN115273813B (zh) * 2022-07-08 2025-10-24 珠海亿智电子科技有限公司 哭声检测网络训练方法、装置、电子设备及存储介质
CN116543448B (zh) * 2022-07-14 2026-01-06 南京航空航天大学 一种被动式太赫兹图像的固定背景下人体自动跟踪方法
EP4577945A1 (fr) * 2022-08-26 2025-07-02 INTEL Corporation Entraînement d'un réseau de neurones artificiels par injection de connaissances à origines mutiples et destination unique
CN116109825A (zh) * 2023-02-03 2023-05-12 华为技术有限公司 语义分割模型训练方法、语义分割方法和装置
CN116342883B (zh) * 2023-03-30 2026-02-24 浙江大学 一种端到端无监督激光里程计与语义分割结合的方法
CN116452983B (zh) * 2023-06-12 2023-10-10 合肥工业大学 一种基于无人机航拍影像的国土地貌变化快速发现方法
CN117115650A (zh) * 2023-08-25 2023-11-24 齐鲁工业大学(山东省科学院) 一种基于编解码器技术的城市道路语义分割方法及系统
CN117574179B (zh) * 2024-01-16 2024-05-28 北京趋动智能科技有限公司 多任务学习模型构建方法及装置

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Publication number Priority date Publication date Assignee Title
US11481585B2 (en) * 2016-05-20 2022-10-25 Canary Capital Llc Segmentation of data

Non-Patent Citations (5)

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Title
CIPOLLA ROBERTO ET AL: "Multi-task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics", 2018 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, IEEE, 18 June 2018 (2018-06-18), pages 7482 - 7491, XP033473668, DOI: 10.1109/CVPR.2018.00781 *
DUY-KIEN NGUYEN ET AL: "Multi-task Learning of Hierarchical Vision-Language Representation", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 3 December 2018 (2018-12-03), XP080988112 *
NEVEN DAVY ET AL: "Towards End-to-End Lane Detection: an Instance Segmentation Approach", 2018 IEEE INTELLIGENT VEHICLES SYMPOSIUM (IV), IEEE, 26 June 2018 (2018-06-26), pages 286 - 291, XP033423446, DOI: 10.1109/IVS.2018.8500547 *
See also references of WO2020142077A1 *
XUE DI-XIU ET AL: "Fully convolutional networks with double-label for esophageal cancer image segmentation by self-transfer learning", PROCEEDINGS OF SPIE; [PROCEEDINGS OF SPIE ISSN 0277-786X VOLUME 10524], SPIE, US, vol. 10420, 21 July 2017 (2017-07-21), pages 104202D - 104202D, XP060092290, ISBN: 978-1-5106-1533-5, DOI: 10.1117/12.2282000 *

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WO2020142077A1 (fr) 2020-07-09
EP3698286A1 (fr) 2020-08-26

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