CN117036658A - 一种图像处理方法及相关设备 - Google Patents

一种图像处理方法及相关设备 Download PDF

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Publication number
CN117036658A
CN117036658A CN202210468931.9A CN202210468931A CN117036658A CN 117036658 A CN117036658 A CN 117036658A CN 202210468931 A CN202210468931 A CN 202210468931A CN 117036658 A CN117036658 A CN 117036658A
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Prior art keywords
image
loss function
training
neural network
encoder
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Pending
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CN202210468931.9A
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English (en)
Chinese (zh)
Inventor
李傲雪
李震国
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Huawei Technologies Co Ltd
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Huawei Technologies Co Ltd
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Application filed by Huawei Technologies Co Ltd filed Critical Huawei Technologies Co Ltd
Priority to CN202210468931.9A priority Critical patent/CN117036658A/zh
Priority to PCT/CN2023/086194 priority patent/WO2023207531A1/fr
Publication of CN117036658A publication Critical patent/CN117036658A/zh
Pending legal-status Critical Current

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR 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; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/04Architecture, e.g. interconnection topology
    • G06N3/048Activation functions
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/194Segmentation; Edge detection involving foreground-background segmentation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T9/00Image coding
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T9/00Image coding
    • G06T9/002Image coding using neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/22Image preprocessing by selection of a specific region containing or referencing a pattern; Locating or processing of specific regions to guide the detection or recognition
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/762Arrangements for image or video recognition or understanding using pattern recognition or machine learning using clustering, e.g. of similar faces in social networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/764Arrangements for image or video recognition or understanding using pattern recognition or machine learning using classification, e.g. of video objects

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Multimedia (AREA)
  • Biomedical Technology (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Computational Linguistics (AREA)
  • Mathematical Physics (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
CN202210468931.9A 2022-04-29 2022-04-29 一种图像处理方法及相关设备 Pending CN117036658A (zh)

Priority Applications (2)

Application Number Priority Date Filing Date Title
CN202210468931.9A CN117036658A (zh) 2022-04-29 2022-04-29 一种图像处理方法及相关设备
PCT/CN2023/086194 WO2023207531A1 (fr) 2022-04-29 2023-04-04 Procédé de traitement d'image et dispositif associé

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN202210468931.9A CN117036658A (zh) 2022-04-29 2022-04-29 一种图像处理方法及相关设备

Publications (1)

Publication Number Publication Date
CN117036658A true CN117036658A (zh) 2023-11-10

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CN202210468931.9A Pending CN117036658A (zh) 2022-04-29 2022-04-29 一种图像处理方法及相关设备

Country Status (2)

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CN (1) CN117036658A (fr)
WO (1) WO2023207531A1 (fr)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117437494B (zh) * 2023-12-20 2024-04-16 量子科技长三角产业创新中心 一种图像分类方法、系统、电子设备及存储介质

Family Cites Families (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110188760B (zh) * 2019-04-01 2021-10-22 上海卫莎网络科技有限公司 一种图像处理模型训练方法、图像处理方法及电子设备
WO2021063476A1 (fr) * 2019-09-30 2021-04-08 Toyota Motor Europe Procédé d'entraînement d'un réseau publicitaire génératif, module de génération d'image modifiée et système de détection de caractéristiques dans une image
CN111861955A (zh) * 2020-06-22 2020-10-30 北京百度网讯科技有限公司 构建图像编辑模型的方法以及装置
CN112508991B (zh) * 2020-11-23 2022-05-10 电子科技大学 一种前后景分离的熊猫照片卡通化方法
CN112734881B (zh) * 2020-12-01 2023-09-22 北京交通大学 基于显著性场景图分析的文本合成图像方法及系统
CN112990211B (zh) * 2021-01-29 2023-07-11 华为技术有限公司 一种神经网络的训练方法、图像处理方法以及装置
CN113221757B (zh) * 2021-05-14 2022-09-02 上海交通大学 一种改善行人属性识别准确率的方法、终端及介质
CN113627421A (zh) * 2021-06-30 2021-11-09 华为技术有限公司 一种图像处理方法、模型的训练方法以及相关设备

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