JP7023669B2 - 画像生成方法、画像生成装置、及び画像生成プログラム - Google Patents

画像生成方法、画像生成装置、及び画像生成プログラム Download PDF

Info

Publication number
JP7023669B2
JP7023669B2 JP2017207606A JP2017207606A JP7023669B2 JP 7023669 B2 JP7023669 B2 JP 7023669B2 JP 2017207606 A JP2017207606 A JP 2017207606A JP 2017207606 A JP2017207606 A JP 2017207606A JP 7023669 B2 JP7023669 B2 JP 7023669B2
Authority
JP
Japan
Prior art keywords
generator
network
scalar value
discriminator
data
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
JP2017207606A
Other languages
English (en)
Japanese (ja)
Other versions
JP2019079436A (ja
JP2019079436A5 (enExample
Inventor
岳 宮戸
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.)
Preferred Networks Inc
Original Assignee
Preferred Networks 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 Preferred Networks Inc filed Critical Preferred Networks Inc
Priority to JP2017207606A priority Critical patent/JP7023669B2/ja
Priority to US16/171,200 priority patent/US11048999B2/en
Publication of JP2019079436A publication Critical patent/JP2019079436A/ja
Priority to US17/336,959 priority patent/US20210287073A1/en
Publication of JP2019079436A5 publication Critical patent/JP2019079436A5/ja
Application granted granted Critical
Publication of JP7023669B2 publication Critical patent/JP7023669B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0475—Generative 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
    • G06N3/094—Adversarial learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T11/00—2D [Two Dimensional] image generation
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/143—Segmentation; Edge detection involving probabilistic approaches, e.g. Markov random field [MRF] modelling
    • 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)
  • Software Systems (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Mathematical Physics (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computational Linguistics (AREA)
  • Biomedical Technology (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biophysics (AREA)
  • Health & Medical Sciences (AREA)
  • Probability & Statistics with Applications (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
JP2017207606A 2017-10-26 2017-10-26 画像生成方法、画像生成装置、及び画像生成プログラム Active JP7023669B2 (ja)

Priority Applications (3)

Application Number Priority Date Filing Date Title
JP2017207606A JP7023669B2 (ja) 2017-10-26 2017-10-26 画像生成方法、画像生成装置、及び画像生成プログラム
US16/171,200 US11048999B2 (en) 2017-10-26 2018-10-25 Image generation method, image generation apparatus, and image generation program
US17/336,959 US20210287073A1 (en) 2017-10-26 2021-06-02 Image generation method, image generation apparatus, and image generation program

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
JP2017207606A JP7023669B2 (ja) 2017-10-26 2017-10-26 画像生成方法、画像生成装置、及び画像生成プログラム

Publications (3)

Publication Number Publication Date
JP2019079436A JP2019079436A (ja) 2019-05-23
JP2019079436A5 JP2019079436A5 (enExample) 2021-07-26
JP7023669B2 true JP7023669B2 (ja) 2022-02-22

Family

ID=66432191

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2017207606A Active JP7023669B2 (ja) 2017-10-26 2017-10-26 画像生成方法、画像生成装置、及び画像生成プログラム

Country Status (2)

Country Link
US (2) US11048999B2 (enExample)
JP (1) JP7023669B2 (enExample)

Families Citing this family (23)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11797864B2 (en) * 2018-06-18 2023-10-24 Fotonation Limited Systems and methods for conditional generative models
KR20210099564A (ko) * 2018-12-31 2021-08-12 인텔 코포레이션 인공 지능을 이용한 보안 시스템
US10878566B2 (en) * 2019-04-23 2020-12-29 Adobe Inc. Automatic teeth whitening using teeth region detection and individual tooth location
CN110276377B (zh) * 2019-05-17 2021-04-06 杭州电子科技大学 一种基于贝叶斯优化的对抗样本生成方法
JP2021005745A (ja) * 2019-06-25 2021-01-14 公立大学法人会津大学 秘密データの通信方法、秘密データの通信プログラム及び秘密データの通信システム
CN110457994B (zh) * 2019-06-26 2024-05-10 平安科技（深圳）有限公司 人脸图像生成方法及装置、存储介质、计算机设备
CN110598806A (zh) * 2019-07-29 2019-12-20 合肥工业大学 一种基于参数优化生成对抗网络的手写数字生成方法
EP4636702A2 (en) 2019-12-04 2025-10-22 Samsung Electronics Co., Ltd. Device, method, and program for enhancing output content through iterative generation
US11544832B2 (en) * 2020-02-04 2023-01-03 Rockwell Collins, Inc. Deep-learned generation of accurate typical simulator content via multiple geo-specific data channels
US11330315B2 (en) 2020-02-21 2022-05-10 Rovi Guides, Inc. Systems and methods for generating adapted content depictions
CN111402365B (zh) * 2020-03-17 2023-02-10 湖南大学 一种基于双向架构对抗生成网络的由文字生成图片的方法
US11948347B2 (en) 2020-04-10 2024-04-02 Samsung Display Co., Ltd. Fusion model training using distance metrics
CN111583276B (zh) * 2020-05-06 2022-04-19 西安电子科技大学 基于cgan的空间目标isar图像部件分割方法
CN111597338B (zh) * 2020-05-19 2023-04-18 杭州英视信息科技有限公司 对抗支持向量机
CN111968193B (zh) * 2020-07-28 2023-11-21 西安工程大学 一种基于StackGAN网络的文本生成图像方法
CN112132149B (zh) * 2020-09-10 2023-09-05 武汉汉达瑞科技有限公司 一种遥感影像语义分割方法及装置
US11948274B1 (en) * 2021-01-05 2024-04-02 Pixar Deep learned super resolution for feature film production
EP4036797A1 (en) * 2021-02-01 2022-08-03 Robert Bosch GmbH Device and method for training a machine learning system for generating images
CN113012251B (zh) * 2021-03-17 2022-05-03 厦门大学 基于生成对抗网络的sar图像自动彩色化方法
JP7597687B2 (ja) * 2021-09-07 2024-12-10 Kddi株式会社 学習方法
CN113689517B (zh) * 2021-09-08 2024-05-21 云南大学 一种多尺度通道注意力网络的图像纹理合成方法及系统
CN115019128B (zh) * 2022-06-02 2024-08-23 电子科技大学 图像生成模型训练方法、图像生成方法及相关装置
KR102624237B1 (ko) * 2023-08-03 2024-01-15 주식회사 아임토리 로봇팔의 도메인 적응 장치 및 방법

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2017168870A1 (ja) 2016-03-28 2017-10-05 ソニー株式会社 情報処理装置及び情報処理方法

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10043261B2 (en) * 2016-01-11 2018-08-07 Kla-Tencor Corp. Generating simulated output for a specimen
US9971958B2 (en) * 2016-06-01 2018-05-15 Mitsubishi Electric Research Laboratories, Inc. Method and system for generating multimodal digital images
US10319076B2 (en) * 2016-06-16 2019-06-11 Facebook, Inc. Producing higher-quality samples of natural images
US10546242B2 (en) * 2017-03-03 2020-01-28 General Electric Company Image analysis neural network systems
JP6831453B2 (ja) * 2017-05-02 2021-02-17 日本電信電話株式会社 信号検索装置、方法、及びプログラム
US10242292B2 (en) * 2017-06-13 2019-03-26 Digital Surgery Limited Surgical simulation for training detection and classification neural networks
WO2019004350A1 (ja) 2017-06-29 2019-01-03 株式会社 Ｐｒｅｆｅｒｒｅｄ Ｎｅｔｗｏｒｋｓ データ識別器訓練方法、データ識別器訓練装置、プログラム及び訓練方法
US10624558B2 (en) * 2017-08-10 2020-04-21 Siemens Healthcare Gmbh Protocol independent image processing with adversarial networks
US10650306B1 (en) * 2017-09-29 2020-05-12 Amazon Technologies, Inc. User representation using a generative adversarial network
US10642846B2 (en) * 2017-10-13 2020-05-05 Microsoft Technology Licensing, Llc Using a generative adversarial network for query-keyword matching
US11120337B2 (en) * 2017-10-20 2021-09-14 Huawei Technologies Co., Ltd. Self-training method and system for semi-supervised learning with generative adversarial networks

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2017168870A1 (ja) 2016-03-28 2017-10-05 ソニー株式会社 情報処理装置及び情報処理方法

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
RRED,et al.，Generative Adversarial Text to Image Synthesis，Proceedings of the 33rd International Conference on Machine Learning，米国，2016年12月31日，JMLR:W&CP Volume48，pp.1-10
金子 卓弘，Ｃｏｎｄｉｔｉｏｎａｌ Ｆｉｌｔｅｒｅｄ Ｇｅｎｅｒａｔｉｖｅ Ａｄｖｅｒｓａｒｉａｌ Ｎｅｔｗｏｒｋｓを用いた生成的属性制御，電子情報通信学会技術研究報告 Ｖｏｌ．１１７ Ｎｏ．２１１ IEICE Technical Report，日本，一般社団法人電子情報通信学会 The Institute of Electronics,Information and Communication Engineers，2017年10月16日，第117巻，pp.213-220

Also Published As

Publication number Publication date
JP2019079436A (ja) 2019-05-23
US11048999B2 (en) 2021-06-29
US20210287073A1 (en) 2021-09-16
US20190147321A1 (en) 2019-05-16

Similar Documents

Publication Publication Date Title
JP7023669B2 (ja) 画像生成方法、画像生成装置、及び画像生成プログラム
Vo et al. Pyramid with super resolution for in-the-wild facial expression recognition
Quan et al. Image inpainting with local and global refinement
Sun et al. Learning layout and style reconfigurable gans for controllable image synthesis
Wang et al. Development of convolutional neural network and its application in image classification: a survey
Li et al. A2-RL: Aesthetics aware reinforcement learning for image cropping
Li et al. Context-aware semantic inpainting
Ghorai et al. Multiple pyramids based image inpainting using local patch statistics and steering kernel feature
Yeo et al. Simple yet effective way for improving the performance of GAN
US10949706B2 (en) Finding complementary digital images using a conditional generative adversarial network
Khare et al. Analysis of loss functions for image reconstruction using convolutional autoencoder
EP4479968A1 (en) Video synthesis via multimodal conditioning
CN107392244A (zh) 基于深度神经网络与级联回归的图像美感增强方法
Xing et al. Multi-scale feature extraction and fusion with attention interaction for RGB-T tracking
Fang et al. A multi-focus image fusion network combining dilated convolution with learnable spacings and residual dense network
Liu et al. Attentive semantic and perceptual faces completion using self-attention generative adversarial networks
CN117830889A (zh) 基于光流图特征融合机制的视频显著性检测方法、系统及存储介质
Wang et al. A face template: Improving the face generation quality of multi-stage generative adversarial networks using coarse-grained facial priors
CN117392284B (zh) 自适应条件增强的文本图像生成方法、系统、装置及介质
Chen et al. 3D object completion via class-conditional generative adversarial network
Christensen et al. An experience-based direct generation approach to automatic image cropping
CN114743055B (zh) 一种使用分区决策机制提高图像分类准确率的方法
CN114241417B (zh) 基于尺度和背景感知的非对称双边网络人群计数方法
Liu et al. Multi-modal sign language spotting by multi/one-shot learning
Sheng et al. Advances in Computer Graphics: 40th Computer Graphics International Conference, CGI 2023, Shanghai, China, August 28–September 1, 2023, Proceedings, Part I

Legal Events

Date Code Title Description
RD03 Notification of appointment of power of attorney

Free format text: JAPANESE INTERMEDIATE CODE: A7423

Effective date: 20200207

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20201026

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20201026

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20210601

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20211006

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20211026

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20211227

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: 20220111

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20220209

R150 Certificate of patent or registration of utility model

Ref document number: 7023669

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250