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GB2567723B - Digital image completion using deep learning - Google Patents

Digital image completion using deep learning Download PDF

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Publication number
GB2567723B
GB2567723B GB1813319.9A GB201813319A GB2567723B GB 2567723 B GB2567723 B GB 2567723B GB 201813319 A GB201813319 A GB 201813319A GB 2567723 B GB2567723 B GB 2567723B
Authority
GB
United Kingdom
Prior art keywords
digital image
deep learning
image completion
completion
learning
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
GB1813319.9A
Other versions
GB2567723A (en
GB201813319D0 (en
Inventor
Lin Zhe
Lu Xin
Shen Xiaohui
Yang Jimei
Yu Jiahui
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 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 US15/785,359 external-priority patent/US10614557B2/en
Priority claimed from US15/785,386 external-priority patent/US10672164B2/en
Application filed by Adobe Inc filed Critical Adobe Inc
Publication of GB201813319D0 publication Critical patent/GB201813319D0/en
Publication of GB2567723A publication Critical patent/GB2567723A/en
Application granted granted Critical
Publication of GB2567723B publication Critical patent/GB2567723B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/77—Retouching; Inpainting; Scratch removal
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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 OR CALCULATING; 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
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06N3/047—Probabilistic or stochastic networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/60—Image enhancement or restoration using machine learning, e.g. neural networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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]

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • General Engineering & Computer Science (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Molecular Biology (AREA)
  • Computing Systems (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Health & Medical Sciences (AREA)
  • Probability & Statistics with Applications (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
GB1813319.9A 2017-10-16 2018-08-15 Digital image completion using deep learning Active GB2567723B (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US15/785,359 US10614557B2 (en) 2017-10-16 2017-10-16 Digital image completion using deep learning
US15/785,386 US10672164B2 (en) 2017-10-16 2017-10-16 Predicting patch displacement maps using a neural network

Publications (3)

Publication Number Publication Date
GB201813319D0 GB201813319D0 (en) 2018-09-26
GB2567723A GB2567723A (en) 2019-04-24
GB2567723B true GB2567723B (en) 2020-03-18

Family

ID=63667070

Family Applications (2)

Application Number Title Priority Date Filing Date
GB1813278.7A Active GB2567722B (en) 2017-10-16 2018-08-15 Predicting patch displacement maps using a neural network
GB1813319.9A Active GB2567723B (en) 2017-10-16 2018-08-15 Digital image completion using deep learning

Family Applications Before (1)

Application Number Title Priority Date Filing Date
GB1813278.7A Active GB2567722B (en) 2017-10-16 2018-08-15 Predicting patch displacement maps using a neural network

Country Status (1)

Country Link
GB (2) GB2567722B (en)

Families Citing this family (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111489407B (en) * 2020-04-09 2023-06-02 中国科学技术大学先进技术研究院 Light field image editing method, device, equipment and storage medium

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB2255699A (en) * 1991-05-10 1992-11-11 Marconi Gec Ltd Image restoration using a neural network
US20170178325A1 (en) * 2015-12-22 2017-06-22 Korea Advanced Institute Of Science And Technology Method and apparatus for restoring image

Family Cites Families (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9208548B1 (en) * 2013-05-06 2015-12-08 Amazon Technologies, Inc. Automatic image enhancement

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB2255699A (en) * 1991-05-10 1992-11-11 Marconi Gec Ltd Image restoration using a neural network
US20170178325A1 (en) * 2015-12-22 2017-06-22 Korea Advanced Institute Of Science And Technology Method and apparatus for restoring image

Also Published As

Publication number Publication date
GB2567722A (en) 2019-04-24
GB2567723A (en) 2019-04-24
GB201813319D0 (en) 2018-09-26
GB201813278D0 (en) 2018-09-26
GB2567722B (en) 2021-04-07

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