JP7373554B2 - クロスドメイン画像変換 - Google Patents

クロスドメイン画像変換 Download PDF

Info

Publication number
JP7373554B2
JP7373554B2 JP2021512501A JP2021512501A JP7373554B2 JP 7373554 B2 JP7373554 B2 JP 7373554B2 JP 2021512501 A JP2021512501 A JP 2021512501A JP 2021512501 A JP2021512501 A JP 2021512501A JP 7373554 B2 JP7373554 B2 JP 7373554B2
Authority
JP
Japan
Prior art keywords
image
geometry
style
domain
transformation
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
JP2021512501A
Other languages
English (en)
Japanese (ja)
Other versions
JP2022503647A5 (https=
JPWO2020091891A5 (https=
JP2022503647A (ja
Inventor
リャオ,ジン
ユァン,ル
カオ,カイディ
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.)
Microsoft Technology Licensing LLC
Original Assignee
Microsoft Technology Licensing LLC
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 Microsoft Technology Licensing LLC filed Critical Microsoft Technology Licensing LLC
Publication of JP2022503647A publication Critical patent/JP2022503647A/ja
Publication of JP2022503647A5 publication Critical patent/JP2022503647A5/ja
Publication of JPWO2020091891A5 publication Critical patent/JPWO2020091891A5/ja
Application granted granted Critical
Publication of JP7373554B2 publication Critical patent/JP7373554B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00Geometric image transformations in the plane of the image
    • G06T3/18Image warping, e.g. rearranging pixels individually
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T3/00Geometric image transformations in the plane of the image
    • G06T3/04Context-preserving transformations, e.g. by using an importance map
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00Two-dimensional [2D] image generation
    • 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
    • G06F18/213Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
    • G06F18/2135Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on approximation criteria, e.g. principal component analysis
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • G06N20/20Ensemble learning
    • 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
    • G06N3/044Recurrent networks, e.g. Hopfield 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
    • G06N3/045Combinations of networks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00Computing arrangements based on biological models
    • G06N3/02Neural networks
    • G06N3/08Learning methods
    • G06N3/084Backpropagation, e.g. using gradient descent

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)
  • Artificial Intelligence (AREA)
  • Evolutionary Computation (AREA)
  • Software Systems (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computational Linguistics (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Medical Informatics (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
  • Processing Or Creating Images (AREA)
JP2021512501A 2018-10-31 2019-09-05 クロスドメイン画像変換 Active JP7373554B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
CN201811294026.6 2018-10-31
CN201811294026.6A CN111127304B (zh) 2018-10-31 2018-10-31 跨域图像转换
PCT/US2019/049619 WO2020091891A1 (en) 2018-10-31 2019-09-05 Cross-domain image translation

Publications (4)

Publication Number Publication Date
JP2022503647A JP2022503647A (ja) 2022-01-12
JP2022503647A5 JP2022503647A5 (https=) 2022-08-18
JPWO2020091891A5 JPWO2020091891A5 (https=) 2022-08-18
JP7373554B2 true JP7373554B2 (ja) 2023-11-02

Family

ID=67957460

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2021512501A Active JP7373554B2 (ja) 2018-10-31 2019-09-05 クロスドメイン画像変換

Country Status (6)

Country Link
US (1) US11481869B2 (https=)
EP (1) EP3874458A1 (https=)
JP (1) JP7373554B2 (https=)
KR (1) KR102663519B1 (https=)
CN (1) CN111127304B (https=)
WO (1) WO2020091891A1 (https=)

Families Citing this family (39)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111127304B (zh) * 2018-10-31 2024-02-20 微软技术许可有限责任公司 跨域图像转换
US20200242736A1 (en) * 2019-01-29 2020-07-30 Nvidia Corporation Method for few-shot unsupervised image-to-image translation
US11556848B2 (en) * 2019-10-21 2023-01-17 International Business Machines Corporation Resolving conflicts between experts' intuition and data-driven artificial intelligence models
US12050639B2 (en) * 2019-11-12 2024-07-30 Yahoo Assets Llc Method and system for sketch based search
US11450008B1 (en) * 2020-02-27 2022-09-20 Amazon Technologies, Inc. Segmentation using attention-weighted loss and discriminative feature learning
US11501107B2 (en) * 2020-05-07 2022-11-15 Adobe Inc. Key-value memory network for predicting time-series metrics of target entities
US12505595B2 (en) 2020-05-15 2025-12-23 Nvidia Corporation Content-aware style encoding using neural networks
JP7477864B2 (ja) * 2020-05-18 2024-05-02 国立大学法人山梨大学 画像生成方法、プログラム及び画像生成装置
CN111508048B (zh) * 2020-05-22 2023-06-20 南京大学 一种可交互任意形变风格人脸漫画自动生成方法
CN111833238B (zh) * 2020-06-01 2023-07-25 北京百度网讯科技有限公司 图像的翻译方法和装置、图像翻译模型的训练方法和装置
US11508051B2 (en) * 2020-06-05 2022-11-22 Leica Microsystems Cms Gmbh Image and data analystics model compatibility regulation methods
CN111738910A (zh) * 2020-06-12 2020-10-02 北京百度网讯科技有限公司 一种图像处理方法、装置、电子设备和存储介质
US11574500B2 (en) * 2020-09-08 2023-02-07 Samsung Electronics Co., Ltd. Real-time facial landmark detection
WO2022053431A1 (en) * 2020-09-10 2022-03-17 Interdigital Ce Patent Holdings, Sas A method and an apparatus for generating a 3d face comprising at least one deformed region
US12333427B2 (en) 2020-10-16 2025-06-17 Adobe Inc. Multi-scale output techniques for generative adversarial networks
KR102770927B1 (ko) * 2020-11-04 2025-02-19 서울대학교산학협력단 손실 산입 학습 방법, 그의 장치, 기록 매체 및 이를 적용한 전자 디바이스
CN112991151B (zh) * 2021-02-09 2022-11-22 北京字跳网络技术有限公司 图像处理方法、图像生成方法、装置、设备和介质
US12136155B2 (en) * 2021-02-15 2024-11-05 Carnegie Mellon University System and method for photorealistic image synthesis using unsupervised semantic feature disentanglement
WO2022243250A1 (en) * 2021-05-18 2022-11-24 Interdigital Ce Patent Holdings, Sas A method and an apparatus for generating a 3d face comprising at least one deformed region
US12056849B2 (en) * 2021-09-03 2024-08-06 Adobe Inc. Neural network for image style translation
CN113762165A (zh) * 2021-09-09 2021-12-07 北京海航中软科技有限公司 一种嫌疑人识别追踪方法及系统
US11900519B2 (en) * 2021-11-17 2024-02-13 Adobe Inc. Disentangling latent representations for image reenactment
CN114359035B (zh) * 2021-12-27 2025-08-12 中山大学 一种基于生成对抗网络的人体风格迁移方法、设备及介质
US12450787B2 (en) 2021-12-28 2025-10-21 POSTECH Research and Business Development Foundation Automatic caricature generating method and apparatus
KR102678473B1 (ko) * 2021-12-28 2024-06-27 포항공과대학교 산학협력단 자동 캐리커처 생성 방법 및 장치
US12361614B2 (en) * 2021-12-30 2025-07-15 Snap Inc. Protecting image features in stylized representations of a source image
EP4457760A1 (en) * 2021-12-30 2024-11-06 Snap Inc. Protecting image features in stylized representations of a source image
US20230267652A1 (en) * 2022-02-24 2023-08-24 Adobe Inc. Generating artistic content from a text prompt or a style image utilizing a neural network model
US20230377324A1 (en) * 2022-05-19 2023-11-23 Nvidia Corporation Multi-domain generative adversarial networks for synthetic data generation
US20240029321A1 (en) * 2022-07-20 2024-01-25 Canon Kabushiki Kaisha Image processing method, image processing apparatus, storage medium, image processing system, method of generating machine learning model, and learning apparatus
US12249132B2 (en) * 2022-07-27 2025-03-11 Adobe Inc. Adapting generative neural networks using a cross domain translation network
US12322027B2 (en) * 2022-12-29 2025-06-03 Snap Inc. Avatar generation according to artistic styles
US12469217B2 (en) 2022-12-29 2025-11-11 Snap Inc. Infinite-scale city synthesis
WO2024206542A1 (en) * 2023-03-29 2024-10-03 Arizona Board Of Regents On Behalf Of Arizona State University Systems and methods for enhancing retinal color fundus images for retinopathy analysis
KR102636217B1 (ko) * 2023-04-14 2024-02-14 고려대학교산학협력단 가중 국소변환을 이용한 3차원 데이터 증강 방법 및 이를 위한 장치
US12591947B2 (en) 2023-05-25 2026-03-31 Samsung Electronics Co., Ltd. Distortion-based image rendering
KR102636155B1 (ko) * 2023-07-18 2024-02-13 주식회사 젠젠에이아이 콘텐츠 코드를 이용한 이미지 생성 방법 및 시스템
KR102803181B1 (ko) * 2023-11-09 2025-05-07 리벨리온 주식회사 마할라노비스 거리 기반의 지각 손실을 이용한 모델 훈련 방법 및 장치
WO2025100630A1 (ko) * 2023-11-09 2025-05-15 주식회사 사피온코리아 마할라노비스 거리 기반의 지각 손실을 이용한 모델 훈련 방법 및 장치

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018092869A1 (ja) 2016-11-21 2018-05-24 パナソニック インテレクチュアル プロパティ コーポレーション オブ アメリカ 符号化装置、復号装置、符号化方法及び復号方法

Family Cites Families (21)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7483553B2 (en) 2004-03-29 2009-01-27 Microsoft Corporation Caricature exaggeration
US7660482B2 (en) * 2004-06-23 2010-02-09 Seiko Epson Corporation Method and apparatus for converting a photo to a caricature image
CN102096934B (zh) 2011-01-27 2012-05-23 电子科技大学 一种基于机器学习的人脸卡通画生成方法
US10366306B1 (en) * 2013-09-19 2019-07-30 Amazon Technologies, Inc. Item identification among item variations
US9646195B1 (en) * 2015-11-11 2017-05-09 Adobe Systems Incorporated Facial feature liquifying using face mesh
CN106548208B (zh) 2016-10-28 2019-05-28 杭州米绘科技有限公司 一种照片图像快速智能风格化方法
US10916001B2 (en) * 2016-11-28 2021-02-09 Adobe Inc. Facilitating sketch to painting transformations
US10474929B2 (en) * 2017-04-25 2019-11-12 Nec Corporation Cyclic generative adversarial network for unsupervised cross-domain image generation
US10504267B2 (en) * 2017-06-06 2019-12-10 Adobe Inc. Generating a stylized image or stylized animation by matching semantic features via an appearance guide, a segmentation guide, and/or a temporal guide
US10565757B2 (en) * 2017-06-09 2020-02-18 Adobe Inc. Multimodal style-transfer network for applying style features from multi-resolution style exemplars to input images
US10430455B2 (en) * 2017-06-09 2019-10-01 Adobe Inc. Sketch and style based image retrieval
CN109426858B (zh) * 2017-08-29 2021-04-06 京东方科技集团股份有限公司 神经网络、训练方法、图像处理方法及图像处理装置
US10748314B2 (en) * 2018-02-15 2020-08-18 Microsoft Technology Licensing, Llc Controllable conditional image generation
CN108257195A (zh) * 2018-02-23 2018-07-06 深圳市唯特视科技有限公司 一种基于几何对比生成对抗网络的面部表情合成方法
CN108596024B (zh) * 2018-03-13 2021-05-04 杭州电子科技大学 一种基于人脸结构信息的肖像生成方法
EP3605465B1 (en) * 2018-07-30 2020-12-30 Siemens Healthcare GmbH A method for determining a correspondence between a source image and a reference image
US11430084B2 (en) * 2018-09-05 2022-08-30 Toyota Research Institute, Inc. Systems and methods for saliency-based sampling layer for neural networks
CN111127304B (zh) * 2018-10-31 2024-02-20 微软技术许可有限责任公司 跨域图像转换
KR102708715B1 (ko) * 2018-11-16 2024-09-24 삼성전자주식회사 영상 처리 장치 및 그 동작방법
WO2020117975A1 (en) * 2018-12-04 2020-06-11 IsoPlexis Corporation Systems, devices and methods for identification, selective ablation, and selection and collection of single cells
CN112926372B (zh) * 2020-08-22 2023-03-10 清华大学 基于序列变形的场景文字检测方法及系统

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018092869A1 (ja) 2016-11-21 2018-05-24 パナソニック インテレクチュアル プロパティ コーポレーション オブ アメリカ 符号化装置、復号装置、符号化方法及び復号方法

Also Published As

Publication number Publication date
KR102663519B1 (ko) 2024-05-03
CN111127304A (zh) 2020-05-08
KR20210083276A (ko) 2021-07-06
JP2022503647A (ja) 2022-01-12
WO2020091891A1 (en) 2020-05-07
US11481869B2 (en) 2022-10-25
CN111127304B (zh) 2024-02-20
EP3874458A1 (en) 2021-09-08
US20220044352A1 (en) 2022-02-10

Similar Documents

Publication Publication Date Title
JP7373554B2 (ja) クロスドメイン画像変換
US11775829B2 (en) Generative adversarial neural network assisted video reconstruction
US11625613B2 (en) Generative adversarial neural network assisted compression and broadcast
US20250182404A1 (en) Four-dimensional object and scene model synthesis using generative models
CN114339409B (zh) 视频处理方法、装置、计算机设备及存储介质
CN112233212A (zh) 人像编辑与合成
CN113822965B (zh) 图像渲染处理方法、装置和设备及计算机存储介质
CN113688907A (zh) 模型训练、视频处理方法,装置,设备以及存储介质
JP2023545052A (ja) 画像処理モデルの訓練方法及び装置、画像処理方法及び装置、電子機器並びにコンピュータプログラム
US12406422B2 (en) 3D digital avatar generation from a single or few portrait images
US20250200896A1 (en) Coherent three-dimensional portrait reconstruction via undistorting and fusing triplane representations
CN116452715A (zh) 动态人手渲染方法、装置及存储介质
Younis et al. Sparse-view 3D reconstruction: Recent advances and open challenges
US20230177722A1 (en) Apparatus and method with object posture estimating
CN120318380A (zh) 三维图像生成方法和装置
CN116630744A (zh) 图像生成模型训练方法及图像生成方法、装置及介质
Ahmadi et al. Parameter efficient face frontalization in image sequences via GAN inversion
US20250131680A1 (en) Feature extraction with three-dimensional information
US20250111610A1 (en) Multimodal three-dimensional asset search techniques
CN115908975B (zh) 色彩预测模型训练方法、装置以及设备
US20260094363A1 (en) Not-so-optimal transport flows for three-dimensional point cloud generation
US20250111474A1 (en) Sampling technique to scale neural volume rendering to high resolution
US20260101026A1 (en) High-quality three dimensional asset generation
CN116385643B (zh) 虚拟形象生成、模型的训练方法、装置及电子设备
US20260109034A1 (en) Systems and methods for providing synthetic spatial imagination

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20220808

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20220808

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20230926

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20231023

R150 Certificate of patent or registration of utility model

Ref document number: 7373554

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150