GB2585971B - Classifying colors of objects in digital images - Google Patents

Classifying colors of objects in digital images Download PDF

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Publication number
GB2585971B
GB2585971B GB2005704.8A GB202005704A GB2585971B GB 2585971 B GB2585971 B GB 2585971B GB 202005704 A GB202005704 A GB 202005704A GB 2585971 B GB2585971 B GB 2585971B
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United Kingdom
Prior art keywords
objects
digital images
classifying colors
classifying
colors
Prior art date
Legal status (The legal status 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 status listed.)
Active
Application number
GB2005704.8A
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GB2585971A (en
GB202005704D0 (en
Inventor
Cohen Scott
Ding Zhihong
Lin Zhe
Ling Mingyang
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Adobe Inc
Original Assignee
Adobe Systems 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
Priority claimed from US16/518,795 external-priority patent/US11302033B2/en
Priority claimed from US16/518,880 external-priority patent/US11107219B2/en
Priority claimed from US16/518,850 external-priority patent/US11468550B2/en
Priority claimed from US16/518,810 external-priority patent/US11631234B2/en
Application filed by Adobe Systems Inc filed Critical Adobe Systems Inc
Publication of GB202005704D0 publication Critical patent/GB202005704D0/en
Publication of GB2585971A publication Critical patent/GB2585971A/en
Application granted granted Critical
Publication of GB2585971B publication Critical patent/GB2585971B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

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Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/50—Information retrieval; Database structures therefor; File system structures therefor of still image data
    • G06F16/58—Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually
    • G06F16/583—Retrieval characterised by using metadata, e.g. metadata not derived from the content or metadata generated manually using metadata automatically derived from the content
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/11—Region-based segmentation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/50—Information retrieval; Database structures therefor; File system structures therefor of still image data
    • G06F16/53—Querying
    • G06F16/535—Filtering based on additional data, e.g. user or group profiles
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/22—Matching criteria, e.g. proximity measures
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2413—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on distances to training or reference patterns
    • G06F18/24133—Distances to prototypes
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00—2D [Two Dimensional] image generation
    • G06T11/60—Editing figures and text; Combining figures or text
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/90—Determination of colour characteristics
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/40—Extraction of image or video features
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/40—Extraction of image or video features
    • G06V10/56—Extraction of image or video features relating to colour
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/82—Arrangements for image or video recognition or understanding using pattern recognition or machine learning using neural networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/50—Depth or shape recovery
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/70—Determining position or orientation of objects or cameras

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Physics & Mathematics (AREA)
  • Data Mining & Analysis (AREA)
  • General Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Databases & Information Systems (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Library & Information Science (AREA)
  • Artificial Intelligence (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Software Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computing Systems (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Medical Informatics (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Biophysics (AREA)
  • Mathematical Physics (AREA)
  • Molecular Biology (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Image Analysis (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
GB2005704.8A 2019-07-22 2020-04-20 Classifying colors of objects in digital images Active GB2585971B (en)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US16/518,795 US11302033B2 (en) 2019-07-22 2019-07-22 Classifying colors of objects in digital images
US16/518,880 US11107219B2 (en) 2019-07-22 2019-07-22 Utilizing object attribute detection models to automatically select instances of detected objects in images
US16/518,850 US11468550B2 (en) 2019-07-22 2019-07-22 Utilizing object attribute detection models to automatically select instances of detected objects in images
US16/518,810 US11631234B2 (en) 2019-07-22 2019-07-22 Automatically detecting user-requested objects in images

Publications (3)

Publication Number Publication Date
GB202005704D0 GB202005704D0 (en) 2020-06-03
GB2585971A GB2585971A (en) 2021-01-27
GB2585971B true GB2585971B (en) 2021-12-15

Family

ID=70553240

Family Applications (3)

Application Number Title Priority Date Filing Date
GB2004362.6A Active GB2586678B (en) 2019-07-22 2020-03-26 Utilizing multiple object detection models to automatically select user-requested objects in images
GB2005704.8A Active GB2585971B (en) 2019-07-22 2020-04-20 Classifying colors of objects in digital images
GB2005714.7A Active GB2585972B (en) 2019-07-22 2020-04-20 Utilizing object attribute detection models to automatically select instances of detected objects in images

Family Applications Before (1)

Application Number Title Priority Date Filing Date
GB2004362.6A Active GB2586678B (en) 2019-07-22 2020-03-26 Utilizing multiple object detection models to automatically select user-requested objects in images

Family Applications After (1)

Application Number Title Priority Date Filing Date
GB2005714.7A Active GB2585972B (en) 2019-07-22 2020-04-20 Utilizing object attribute detection models to automatically select instances of detected objects in images

Country Status (1)

Country Link
GB (3) GB2586678B (en)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20230368339A1 (en) * 2022-05-13 2023-11-16 Adobe Inc. Object class inpainting in digital images utilizing class-specific inpainting neural networks

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6469706B1 (en) * 1999-11-16 2002-10-22 International Business Machines Corporation Method and apparatus for detecting regions belonging to a specified color surface in an unsegmented image
CN103366178A (en) * 2012-03-30 2013-10-23 北京百度网讯科技有限公司 Method and device for carrying out color classification on target image

Family Cites Families (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7398201B2 (en) * 2001-08-14 2008-07-08 Evri Inc. Method and system for enhanced data searching
US8508546B2 (en) * 2006-09-19 2013-08-13 Adobe Systems Incorporated Image mask generation
US9129191B2 (en) 2013-12-16 2015-09-08 Adobe Systems Incorporated Semantic object selection
US9619488B2 (en) * 2014-01-24 2017-04-11 Microsoft Technology Licensing, Llc Adaptable image search with computer vision assistance
US10410096B2 (en) * 2015-07-09 2019-09-10 Qualcomm Incorporated Context-based priors for object detection in images
US10192129B2 (en) 2015-11-18 2019-01-29 Adobe Systems Incorporated Utilizing interactive deep learning to select objects in digital visual media
US9972092B2 (en) * 2016-03-31 2018-05-15 Adobe Systems Incorporated Utilizing deep learning for boundary-aware image segmentation
US10424064B2 (en) 2016-10-18 2019-09-24 Adobe Inc. Instance-level semantic segmentation system
US10216766B2 (en) 2017-03-20 2019-02-26 Adobe Inc. Large-scale image tagging using image-to-topic embedding
US10460214B2 (en) 2017-10-31 2019-10-29 Adobe Inc. Deep salient content neural networks for efficient digital object segmentation

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6469706B1 (en) * 1999-11-16 2002-10-22 International Business Machines Corporation Method and apparatus for detecting regions belonging to a specified color surface in an unsegmented image
CN103366178A (en) * 2012-03-30 2013-10-23 北京百度网讯科技有限公司 Method and device for carrying out color classification on target image

Also Published As

Publication number Publication date
GB2585971A (en) 2021-01-27
GB202004362D0 (en) 2020-05-13
GB2585972B (en) 2022-09-21
GB2586678A (en) 2021-03-03
GB2585972A (en) 2021-01-27
GB202005714D0 (en) 2020-06-03
GB2586678B (en) 2022-06-22
GB202005704D0 (en) 2020-06-03

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