CN114943648B - 图像处理方法、设备和系统、训练方法和设备、存储介质 - Google Patents

图像处理方法、设备和系统、训练方法和设备、存储介质

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Publication number
CN114943648B
CN114943648B CN202210121338.7A CN202210121338A CN114943648B CN 114943648 B CN114943648 B CN 114943648B CN 202210121338 A CN202210121338 A CN 202210121338A CN 114943648 B CN114943648 B CN 114943648B
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China
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image
machine learning
learning model
map
captured image
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Chinese (zh)
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CN114943648A (zh
Inventor
日浅法人
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Canon Inc
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Canon Inc
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00—Arrangements for image or video recognition or understanding
    • G06V10/70—Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • 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
    • G06T5/73—Deblurring; Sharpening
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214—Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • 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
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T5/00—Image enhancement or restoration
    • G06T5/20—Image enhancement or restoration using local operators
    • 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
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/11—Region-based segmentation
    • 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)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Computing Systems (AREA)
  • Medical Informatics (AREA)
  • General Engineering & Computer Science (AREA)
  • Multimedia (AREA)
  • Health & Medical Sciences (AREA)
  • Databases & Information Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Evolutionary Biology (AREA)
  • Quality & Reliability (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Mathematical Physics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
  • Studio Devices (AREA)
CN202210121338.7A 2021-02-09 2022-02-09 图像处理方法、设备和系统、训练方法和设备、存储介质 Active CN114943648B (zh)

Applications Claiming Priority (2)

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JP2021-018697 2021-02-09
JP2021018697A JP7451443B2 (ja) 2021-02-09 2021-02-09 画像処理方法および装置、機械学習モデルの訓練方法および装置、並びにプログラム

Publications (2)

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CN114943648A CN114943648A (zh) 2022-08-26
CN114943648B true CN114943648B (zh) 2026-07-17

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Country Status (4)

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US (2) US12183055B2 (enExample)
EP (1) EP4047548B1 (enExample)
JP (3) JP7451443B2 (enExample)
CN (1) CN114943648B (enExample)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
IL302903A (en) * 2020-11-13 2023-07-01 Univ Carnegie Mellon A system and method for generalizing domains across variations in medical images
JP2024032621A (ja) * 2022-08-29 2024-03-12 キヤノン株式会社 画像処理方法、画像処理装置、及びプログラム
US12652470B2 (en) * 2024-02-22 2026-06-09 Gopro, Inc. Automatic exposure with simulated histogram data
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

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111639588A (zh) * 2020-05-28 2020-09-08 深圳壹账通智能科技有限公司 图像效果调整方法、装置、计算机系统及可读存储介质

Family Cites Families (16)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP2004120487A (ja) * 2002-09-27 2004-04-15 Fuji Photo Film Co Ltd 撮像装置
JP5243477B2 (ja) * 2010-04-13 2013-07-24 パナソニック株式会社 ブラー補正装置およびブラー補正方法
GB201217721D0 (en) * 2012-10-03 2012-11-14 Holition Ltd Video image processing
TWI602152B (zh) * 2013-02-06 2017-10-11 聚晶半導體股份有限公司 影像擷取裝置及其影像處理方法
JP6143575B2 (ja) 2013-06-25 2017-06-07 キヤノン株式会社 画像処理装置、画像処理方法および画像処理プログラム
JP2015090562A (ja) * 2013-11-05 2015-05-11 カシオ計算機株式会社 画像処理装置、方法、及びプログラム
JP6376934B2 (ja) 2014-10-14 2018-08-22 シャープ株式会社 画像処理装置、撮像装置、画像処理方法及びプログラム
JP2016208438A (ja) * 2015-04-28 2016-12-08 ソニー株式会社 画像処理装置及び画像処理方法
CN107026976A (zh) * 2017-03-20 2017-08-08 深圳市金立通信设备有限公司 一种图像处理方法及终端
JP2019139713A (ja) 2018-02-15 2019-08-22 キヤノン株式会社 画像処理装置、撮像装置、画像処理方法、プログラムおよび記憶媒体
JP7234057B2 (ja) 2018-08-24 2023-03-07 キヤノン株式会社 画像処理方法、画像処理装置、撮像装置、レンズ装置、プログラム、記憶媒体、および、画像処理システム
US11195257B2 (en) 2018-08-24 2021-12-07 Canon Kabushiki Kaisha Image processing method, image processing apparatus, imaging apparatus, lens apparatus, storage medium, and image processing system
JP7362284B2 (ja) 2019-03-29 2023-10-17 キヤノン株式会社 画像処理方法、画像処理装置、プログラム、画像処理システム、および、学習済みモデルの製造方法
US11189104B2 (en) * 2019-08-28 2021-11-30 Snap Inc. Generating 3D data in a messaging system
US11810271B2 (en) * 2019-12-04 2023-11-07 Align Technology, Inc. Domain specific image quality assessment
US11450008B1 (en) * 2020-02-27 2022-09-20 Amazon Technologies, Inc. Segmentation using attention-weighted loss and discriminative feature learning

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN111639588A (zh) * 2020-05-28 2020-09-08 深圳壹账通智能科技有限公司 图像效果调整方法、装置、计算机系统及可读存储介质

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JP2024059927A (ja) 2024-05-01
JP7781931B2 (ja) 2025-12-08
US20220254139A1 (en) 2022-08-11
JP7451443B2 (ja) 2024-03-18
US20250078448A1 (en) 2025-03-06
EP4047548A1 (en) 2022-08-24
JP2025185017A (ja) 2025-12-18
JP2022121797A (ja) 2022-08-22
CN114943648A (zh) 2022-08-26
US12183055B2 (en) 2024-12-31
EP4047548B1 (en) 2025-07-23

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