CN113841179A - 图像生成方法及装置、电子设备及存储介质 - Google Patents

图像生成方法及装置、电子设备及存储介质 Download PDF

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CN113841179A
CN113841179A CN202080032107.8A CN202080032107A CN113841179A CN 113841179 A CN113841179 A CN 113841179A CN 202080032107 A CN202080032107 A CN 202080032107A CN 113841179 A CN113841179 A CN 113841179A
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image
style
target
features
content
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CN202080032107.8A
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沈志强
黄明杨
石建萍
松永英树
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Sensetime Group Ltd
Honda Motor Co Ltd
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Sensetime Group Ltd
Honda Motor Co Ltd
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/40Extraction of image or video features
    • G06V10/50Extraction of image or video features by performing operations within image blocks; by using histograms, e.g. histogram of oriented gradients [HoG]; by summing image-intensity values; Projection analysis
    • 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
    • G06V10/77Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/80Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level
    • G06V10/806Fusion, i.e. combining data from various sources at the sensor level, preprocessing level, feature extraction level or classification level of extracted features
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/25Fusion techniques
    • G06F18/253Fusion techniques of extracted features
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00Geometric image transformations in the plane of the image
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/40Extraction of image or video features
    • G06V10/44Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/40Extraction of image or video features
    • G06V10/44Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components
    • G06V10/443Local feature extraction by analysis of parts of the pattern, e.g. by detecting edges, contours, loops, corners, strokes or intersections; Connectivity analysis, e.g. of connected components by matching or filtering
    • G06V10/449Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters
    • G06V10/451Biologically inspired filters, e.g. difference of Gaussians [DoG] or Gabor filters with interaction between the filter responses, e.g. cortical complex cells
    • G06V10/454Integrating the filters into a hierarchical structure, e.g. convolutional neural networks [CNN]
    • 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
    • G06V10/82Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/60Type of objects
    • G06V20/64Three-dimensional objects

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Multimedia (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Data Mining & Analysis (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Medical Informatics (AREA)
  • Software Systems (AREA)
  • Computing Systems (AREA)
  • Databases & Information Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Biodiversity & Conservation Biology (AREA)
  • Biomedical Technology (AREA)
  • Molecular Biology (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
  • Editing Of Facsimile Originals (AREA)

Abstract

本公开实施例公开了一种图像生成方法及装置、电子设备及存储介质,所述方法包括:提取第一图像的内容特征;分别提取第二图像的全图风格特征和第二图像中包括有对象的局部图像块的对象风格特征;至少根据全图风格特征和对象风格特征,确定目标风格特征;根据内容特征和目标风格特征生成第三图像。

Description

PCT国内申请,说明书已公开。

Claims (22)

  1. PCT国内申请,权利要求书已公开。
CN202080032107.8A 2019-04-29 2020-02-24 图像生成方法及装置、电子设备及存储介质 Pending CN113841179A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
CN2019103527921 2019-04-29
CN201910352792 2019-04-29
PCT/CN2020/076470 WO2020220807A1 (zh) 2019-04-29 2020-02-24 图像生成方法及装置、电子设备及存储介质

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CN113841179A true CN113841179A (zh) 2021-12-24

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US (1) US11900648B2 (zh)
JP (1) JP7394147B2 (zh)
CN (1) CN113841179A (zh)
WO (1) WO2020220807A1 (zh)

Cited By (1)

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Publication number Priority date Publication date Assignee Title
CN117729421A (zh) * 2023-08-17 2024-03-19 荣耀终端有限公司 图像处理方法、电子设备和计算机可读存储介质

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KR20210101571A (ko) * 2020-02-10 2021-08-19 삼성전자주식회사 이미지의 생성 방법 및 그 전자 장치
CN113434633B (zh) * 2021-06-28 2022-09-16 平安科技(深圳)有限公司 基于头像的社交话题推荐方法、装置、设备及存储介质
CN113469876B (zh) * 2021-07-28 2024-01-09 北京达佳互联信息技术有限公司 图像风格迁移模型训练方法、图像处理方法、装置及设备
WO2024090802A1 (ko) * 2022-10-25 2024-05-02 삼성전자주식회사 렌더링 스타일이 변경된 이미지를 획득하기 위한 전자 장치 및 방법

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CN106327539B (zh) * 2015-07-01 2019-06-28 北京大学 基于样例的图像重建方法及装置
JP2018132855A (ja) 2017-02-14 2018-08-23 国立大学法人電気通信大学 画像スタイル変換装置、画像スタイル変換方法および画像スタイル変換プログラム
US10482639B2 (en) * 2017-02-21 2019-11-19 Adobe Inc. Deep high-resolution style synthesis
US10565757B2 (en) 2017-06-09 2020-02-18 Adobe Inc. Multimodal style-transfer network for applying style features from multi-resolution style exemplars to input images
US11257041B2 (en) * 2017-08-21 2022-02-22 Hirevue, Inc. Detecting disability and ensuring fairness in automated scoring of video interviews
CN108734653B (zh) * 2018-05-07 2022-05-13 商汤集团有限公司 图像风格转换方法及装置
CN108805803B (zh) 2018-06-13 2020-03-13 衡阳师范学院 一种基于语义分割与深度卷积神经网络的肖像风格迁移方法

Cited By (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN117729421A (zh) * 2023-08-17 2024-03-19 荣耀终端有限公司 图像处理方法、电子设备和计算机可读存储介质

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US11900648B2 (en) 2024-02-13
US20220044054A1 (en) 2022-02-10
WO2020220807A1 (zh) 2020-11-05
JP2022530518A (ja) 2022-06-29

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