PL3877947T3 - Rozpoznawanie estetyki obrazu z wykorzystaniem wykresów kompozycji obszaru - Google Patents

Rozpoznawanie estetyki obrazu z wykorzystaniem wykresów kompozycji obszaru

Info

Publication number
PL3877947T3
PL3877947T3 PL19836060.4T PL19836060T PL3877947T3 PL 3877947 T3 PL3877947 T3 PL 3877947T3 PL 19836060 T PL19836060 T PL 19836060T PL 3877947 T3 PL3877947 T3 PL 3877947T3
Authority
PL
Poland
Prior art keywords
composition graphs
identifying image
region composition
image aesthetics
aesthetics
Prior art date
Application number
PL19836060.4T
Other languages
English (en)
Inventor
Dong Liu
Nagendra KAMATH
Rohit Puri
Subhabrata Bhattacharya
Original Assignee
Netflix, Inc.
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 Netflix, Inc. filed Critical Netflix, Inc.
Publication of PL3877947T3 publication Critical patent/PL3877947T3/pl

Links

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133Distances to prototypes
    • G06F18/24137Distances to cluster centroïds
    • 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
    • G06N3/0464Convolutional 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
    • 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
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/11Region-based segmentation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/40Extraction of image or video features
    • G06V10/42Global feature extraction by analysis of the whole pattern, e.g. using frequency domain transformations or autocorrelation
    • G06V10/422Global feature extraction by analysis of the whole pattern, e.g. using frequency domain transformations or autocorrelation for representing the structure of the pattern or shape of an object therefor
    • G06V10/426Graphical representations
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; 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 OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/30Scenes; Scene-specific elements in albums, collections or shared content, e.g. social network photos or video
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V30/00Character recognition; Recognising digital ink; Document-oriented image-based pattern recognition
    • G06V30/10Character recognition
    • G06V30/19Recognition using electronic means
    • G06V30/191Design or setup of recognition systems or techniques; Extraction of features in feature space; Clustering techniques; Blind source separation
    • G06V30/19173Classification techniques
    • 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
    • G06T2207/20072Graph-based image processing
    • 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
    • G06T2207/30168Image quality inspection

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Multimedia (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Mathematical Physics (AREA)
  • Computational Linguistics (AREA)
  • Biophysics (AREA)
  • Databases & Information Systems (AREA)
  • Quality & Reliability (AREA)
  • Medical Informatics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Image Analysis (AREA)
  • Biodiversity & Conservation Biology (AREA)
PL19836060.4T 2018-11-08 2019-11-07 Rozpoznawanie estetyki obrazu z wykorzystaniem wykresów kompozycji obszaru PL3877947T3 (pl)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201862757726P 2018-11-08 2018-11-08
PCT/US2019/060365 WO2020097401A1 (en) 2018-11-08 2019-11-07 Identifying image aesthetics using region composition graphs

Publications (1)

Publication Number Publication Date
PL3877947T3 true PL3877947T3 (pl) 2025-11-17

Family

ID=70550522

Family Applications (1)

Application Number Title Priority Date Filing Date
PL19836060.4T PL3877947T3 (pl) 2018-11-08 2019-11-07 Rozpoznawanie estetyki obrazu z wykorzystaniem wykresów kompozycji obszaru

Country Status (8)

Country Link
US (1) US11551060B2 (pl)
EP (1) EP3877947B1 (pl)
AU (1) AU2019374875B2 (pl)
BR (1) BR112021008038A2 (pl)
CA (1) CA3102017C (pl)
MX (1) MX2021001991A (pl)
PL (1) PL3877947T3 (pl)
WO (1) WO2020097401A1 (pl)

Families Citing this family (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10783640B2 (en) * 2017-10-30 2020-09-22 Beijing Keya Medical Technology Co., Ltd. Systems and methods for image segmentation using a scalable and compact convolutional neural network
US11244450B2 (en) * 2019-08-19 2022-02-08 The Penn State Research Foundation Systems and methods utilizing artificial intelligence for placental assessment and examination
EP3815617A1 (en) * 2019-10-30 2021-05-05 Koninklijke Philips N.V. Image-processing method and apparatus for object detection or identification
DE102020133963A1 (de) * 2020-03-10 2021-09-16 Samsung Electronics Co., Ltd. Systeme und Verfahren zur Abbildrauschunterdrückung unter Verwendung von tiefen gefalteten Netzwerken
US11508037B2 (en) * 2020-03-10 2022-11-22 Samsung Electronics Co., Ltd. Systems and methods for image denoising using deep convolutional networks
CN111950408B (zh) * 2020-07-28 2023-07-11 深圳职业技术学院 基于规则图的手指静脉图像识别方法、装置及存储介质
US11657629B2 (en) * 2020-10-22 2023-05-23 Paypal, Inc. Content extraction based on graph modeling
CN112419245A (zh) * 2020-11-11 2021-02-26 广州视琨电子科技有限公司 色环电阻检测方法、装置、设备及存储介质
CN112466462B (zh) * 2020-11-26 2023-03-07 华侨大学 一种基于图深度学习的emr信息关联及演化方法
JP7719617B2 (ja) * 2021-03-19 2025-08-06 キヤノン株式会社 画像処理装置、画像処理方法
CN113822291B (zh) * 2021-06-15 2025-06-27 腾讯科技(深圳)有限公司 一种图像处理方法、装置、设备及存储介质
CN114429122B (zh) * 2022-01-25 2024-06-11 重庆大学 一种基于循环注意力的方面级情感分析系统和方法
CN114373080B (zh) * 2022-03-22 2022-07-29 中国石油大学(华东) 基于全局推理的轻量化混合卷积模型的高光谱分类方法
JP2024020924A (ja) 2022-08-02 2024-02-15 富士通株式会社 特定プログラム、特定方法および情報処理装置

Family Cites Families (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104346801B (zh) 2013-08-02 2018-07-20 佳能株式会社 图像构图评估装置、信息处理装置及其方法
US10410108B2 (en) * 2016-08-08 2019-09-10 EyeEm Mobile GmbH Systems, methods, and computer program products for searching and sorting images by aesthetic quality personalized to users or segments
JP7149692B2 (ja) * 2017-08-09 2022-10-07 キヤノン株式会社 画像処理装置、画像処理方法

Also Published As

Publication number Publication date
US20200151546A1 (en) 2020-05-14
EP3877947B1 (en) 2025-07-09
CA3102017A1 (en) 2020-05-14
AU2019374875B2 (en) 2024-02-22
WO2020097401A1 (en) 2020-05-14
AU2019374875A1 (en) 2020-12-17
EP3877947A1 (en) 2021-09-15
US11551060B2 (en) 2023-01-10
BR112021008038A2 (pt) 2021-07-27
CA3102017C (en) 2025-04-15
MX2021001991A (es) 2021-04-28

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