SG10202004513QA - Automated image synthesis using a comb neural network architecture - Google Patents

Automated image synthesis using a comb neural network architecture

Info

Publication number
SG10202004513QA
SG10202004513QA SG10202004513QA SG10202004513QA SG10202004513QA SG 10202004513Q A SG10202004513Q A SG 10202004513QA SG 10202004513Q A SG10202004513Q A SG 10202004513QA SG 10202004513Q A SG10202004513Q A SG 10202004513QA SG 10202004513Q A SG10202004513Q A SG 10202004513QA
Authority
SG
Singapore
Prior art keywords
comb
neural network
network architecture
image synthesis
automated image
Prior art date
Application number
SG10202004513QA
Inventor
Jacek Naruniec
Romann Weber
Christopher Schroers
Original Assignee
Disney Entpr 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 Disney Entpr Inc filed Critical Disney Entpr Inc
Publication of SG10202004513QA publication Critical patent/SG10202004513QA/en

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; 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
    • 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
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00—2D [Two Dimensional] image generation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/50—Image enhancement or restoration using two or more images, e.g. averaging or subtraction
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/30—Determination of transform parameters for the alignment of images, i.e. image registration
    • G06T7/32—Determination of transform parameters for the alignment of images, i.e. image registration using correlation-based 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
    • G06T2207/10—Image acquisition modality
    • G06T2207/10004—Still image; Photographic image
    • 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
    • G06T2207/10—Image acquisition modality
    • G06T2207/10016—Video; Image sequence
    • 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
    • G06T2207/20081—Training; Learning
    • 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
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20212—Image combination
    • G06T2207/20221—Image fusion; Image merging
    • 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
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30196—Human being; Person
    • 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
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30196—Human being; Person
    • G06T2207/30201—Face

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)
  • Computer Vision & Pattern Recognition (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
SG10202004513QA 2019-05-20 2020-05-15 Automated image synthesis using a comb neural network architecture SG10202004513QA (en)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201962850439P 2019-05-20 2019-05-20
US16/447,768 US10902571B2 (en) 2019-05-20 2019-06-20 Automated image synthesis using a comb neural network architecture

Publications (1)

Publication Number Publication Date
SG10202004513QA true SG10202004513QA (en) 2020-12-30

Family

ID=73457032

Family Applications (1)

Application Number Title Priority Date Filing Date
SG10202004513QA SG10202004513QA (en) 2019-05-20 2020-05-15 Automated image synthesis using a comb neural network architecture

Country Status (2)

Country Link
US (1) US10902571B2 (en)
SG (1) SG10202004513QA (en)

Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110378976B (en) * 2019-07-18 2020-11-13 北京市商汤科技开发有限公司 Image processing method and device, electronic equipment and storage medium
US11501173B1 (en) 2020-03-26 2022-11-15 Amazon Technologies, Inc. Reinforcement learning for training compression policies for machine learning models
US11755603B1 (en) 2020-03-26 2023-09-12 Amazon Technologies, Inc. Searching compression profiles for trained neural networks
US11809992B1 (en) * 2020-03-31 2023-11-07 Amazon Technologies, Inc. Applying compression profiles across similar neural network architectures
US20220122222A1 (en) 2020-10-16 2022-04-21 Adobe Inc. Multi-scale output techniques for generative adversarial networks
CN112819716B (en) * 2021-01-29 2023-06-09 西安交通大学 Non-supervision learning X-ray image enhancement method based on Gaussian-Laplacian pyramid
CN112446364B (en) * 2021-01-29 2021-06-08 中国科学院自动化研究所 High-definition face replacement video generation method and system
US20230015971A1 (en) * 2021-07-19 2023-01-19 Flawless Holdings Limited Neural network for audio and video dubbing with 3d facial modelling
US20230100305A1 (en) * 2021-09-27 2023-03-30 Baidu Usa Llc System and process for repainting of planar objects in video
WO2023067603A1 (en) * 2021-10-21 2023-04-27 Ramot At Tel-Aviv University Ltd. Semantic blending of images
US11900519B2 (en) * 2021-11-17 2024-02-13 Adobe Inc. Disentangling latent representations for image reenactment

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9245176B2 (en) 2012-08-01 2016-01-26 Disney Enterprises, Inc. Content retargeting using facial layers
US10482600B2 (en) * 2018-01-16 2019-11-19 Siemens Healthcare Gmbh Cross-domain image analysis and cross-domain image synthesis using deep image-to-image networks and adversarial networks
US10762398B2 (en) * 2018-04-30 2020-09-01 Elekta Ab Modality-agnostic method for medical image representation
US10885608B2 (en) * 2018-06-06 2021-01-05 Adobe Inc. Super-resolution with reference images
US11107230B2 (en) * 2018-09-14 2021-08-31 Toyota Research Institute, Inc. Systems and methods for depth estimation using monocular images
US11068746B2 (en) * 2018-12-28 2021-07-20 Palo Alto Research Center Incorporated Image realism predictor
US11074733B2 (en) 2019-03-15 2021-07-27 Neocortext, Inc. Face-swapping apparatus and method

Also Published As

Publication number Publication date
US10902571B2 (en) 2021-01-26
US20200372621A1 (en) 2020-11-26

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