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
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Active
Application number
GB2005704.8A
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GB202005704D0 (en
GB2585971A (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
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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 US16/518,850 external-priority patent/US11468550B2/en
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 US16/518,810 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
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    • 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
US16/518,850 US11468550B2 (en) 2019-07-22 2019-07-22 Utilizing object attribute detection models to automatically select instances of detected objects in images
US16/518,795 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
US16/518,810 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

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Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20230004760A1 (en) * 2021-06-28 2023-01-05 Nvidia Corporation Training object detection systems with generated images
US20230259587A1 (en) * 2022-02-14 2023-08-17 Adobe Inc. Learning parameters for generative inpainting neural networks utilizing object-aware training and masked regularization
US20230368339A1 (en) * 2022-05-13 2023-11-16 Adobe Inc. Object class inpainting in digital images utilizing class-specific inpainting neural networks
CN118429888B (en) * 2024-04-28 2024-10-22 中新聚能建设工程有限公司 Cutter detection method and device and shield equipment control method

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

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