CN113379612A - 学习数据的制造方法、学习方法以及学习数据制造装置 - Google Patents

学习数据的制造方法、学习方法以及学习数据制造装置 Download PDF

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CN113379612A
CN113379612A CN202110238468.4A CN202110238468A CN113379612A CN 113379612 A CN113379612 A CN 113379612A CN 202110238468 A CN202110238468 A CN 202110238468A CN 113379612 A CN113379612 A CN 113379612A
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image
blur
learning data
learning
manufacturing
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鬼木崇
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Canon Inc
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Canon Inc
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/73—Deblurring; Sharpening
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • 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
    • G06N3/08—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
    • G06T11/00—2D [Two Dimensional] image generation
    • 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
    • G06T5/00—Image enhancement or restoration
    • G06T5/70—Denoising; Smoothing
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/90—Dynamic range modification of images or parts thereof
    • 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
    • G06N3/048—Activation functions
    • 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
    • G06T2207/10—Image acquisition modality
    • G06T2207/10024—Color image
    • 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]
    • 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
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30168—Image quality inspection

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  • 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)
  • Quality & Reliability (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Image Processing (AREA)
  • Image Analysis (AREA)
CN202110238468.4A 2020-03-09 2021-03-04 学习数据的制造方法、学习方法以及学习数据制造装置 Pending CN113379612A (zh)

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JP2020040026 2020-03-09
JP2020-040026 2020-03-09
JP2021003864A JP7414745B2 (ja) 2020-03-09 2021-01-14 学習データの製造方法、学習方法、学習データ製造装置、学習装置、およびプログラム
JP2021-003864 2021-01-14

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CN113379635B (zh) * 2021-06-18 2025-05-02 北京小米移动软件有限公司 图像处理方法及装置，模型训练方法、装置及存储介质
CN114418878B (zh) * 2022-01-13 2025-02-18 福建帝视信息科技有限公司 一种基于模糊条件残差网络的图像去失焦模糊方法
CN114745230B (zh) * 2022-03-10 2024-01-16 西安电子科技大学 基于深度神经网络结构的otfs信号接收恢复方法
CN115514596B (zh) * 2022-08-16 2024-06-04 西安科技大学 基于卷积神经网络的otfs通信接收机信号处理方法及装置
CN119768825A (zh) * 2022-09-08 2025-04-04 奥林巴斯医疗株式会社 信息处理系统、内窥镜系统、学习完毕模型、信息存储介质和信息处理方法
US20250045867A1 (en) * 2023-08-01 2025-02-06 Samsung Electronics Co., Ltd. Synthetic data generation for machine learning-based post-processing
WO2025099788A1 (ja) * 2023-11-06 2025-05-15 三菱電機株式会社 情報処理装置、画像処理装置、プログラム、画像処理システム、情報処理方法及び画像処理方法
JP2025130741A (ja) 2024-02-28 2025-09-09 キヤノン株式会社 画像処理方法、画像処理装置および画像処理プログラム
WO2025248679A1 (ja) * 2024-05-29 2025-12-04 オリンパスメディカルシステムズ株式会社 機械学習用画像作成方法、機械学習方法、機械学習用画像作成装置、及び、機械学習用画像作成プログラム

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CN117058038A (zh) * 2023-08-28 2023-11-14 北京航空航天大学 一种基于偶数卷积深度学习的衍射模糊图像修复方法
CN117058038B (zh) * 2023-08-28 2024-04-30 北京航空航天大学 一种基于偶数卷积深度学习的衍射模糊图像修复方法

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JP2021140758A (ja) 2021-09-16
JP2025123428A (ja) 2025-08-22
US20210279851A1 (en) 2021-09-09
US11830173B2 (en) 2023-11-28
EP3879483B1 (en) 2025-10-29
EP3879483A1 (en) 2021-09-15
US12283034B2 (en) 2025-04-22
US20240046439A1 (en) 2024-02-08
JP7721626B2 (ja) 2025-08-12
JP2024024012A (ja) 2024-02-21
US20250217956A1 (en) 2025-07-03

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