CN115605908A - 信息处理设备和方法、计算机可读存储介质 - Google Patents
信息处理设备和方法、计算机可读存储介质 Download PDFInfo
- Publication number
- CN115605908A CN115605908A CN202180033535.7A CN202180033535A CN115605908A CN 115605908 A CN115605908 A CN 115605908A CN 202180033535 A CN202180033535 A CN 202180033535A CN 115605908 A CN115605908 A CN 115605908A
- Authority
- CN
- China
- Prior art keywords
- image
- information processing
- processing apparatus
- black
- machine learning
- 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.)
- Pending
Links
- 230000010365 information processing Effects 0.000 title claims abstract description 103
- 238000000034 method Methods 0.000 title claims abstract description 43
- 238000012545 processing Methods 0.000 claims abstract description 83
- 238000010801 machine learning Methods 0.000 claims abstract description 62
- 239000002131 composite material Substances 0.000 claims abstract description 23
- 238000012549 training Methods 0.000 claims abstract description 20
- 230000008569 process Effects 0.000 claims description 28
- 238000003672 processing method Methods 0.000 claims description 26
- 238000009826 distribution Methods 0.000 claims description 11
- 230000035945 sensitivity Effects 0.000 claims description 10
- 238000013528 artificial neural network Methods 0.000 claims description 7
- 238000007781 pre-processing Methods 0.000 claims description 6
- 238000009827 uniform distribution Methods 0.000 claims description 5
- 238000010586 diagram Methods 0.000 description 16
- 238000006243 chemical reaction Methods 0.000 description 8
- 238000004590 computer program Methods 0.000 description 4
- 230000008859 change Effects 0.000 description 3
- 238000004891 communication Methods 0.000 description 3
- 230000000694 effects Effects 0.000 description 3
- 238000002474 experimental method Methods 0.000 description 3
- 238000005286 illumination Methods 0.000 description 3
- 230000003287 optical effect Effects 0.000 description 3
- 239000004065 semiconductor Substances 0.000 description 3
- 230000008901 benefit Effects 0.000 description 2
- 238000011161 development Methods 0.000 description 2
- 238000005516 engineering process Methods 0.000 description 2
- 230000006870 function Effects 0.000 description 2
- 238000003384 imaging method Methods 0.000 description 2
- 230000003094 perturbing effect Effects 0.000 description 2
- 238000004364 calculation method Methods 0.000 description 1
- 239000003990 capacitor Substances 0.000 description 1
- 230000000295 complement effect Effects 0.000 description 1
- 238000013527 convolutional neural network Methods 0.000 description 1
- 238000000354 decomposition reaction Methods 0.000 description 1
- 238000013135 deep learning Methods 0.000 description 1
- 238000013461 design Methods 0.000 description 1
- 238000005315 distribution function Methods 0.000 description 1
- 239000004973 liquid crystal related substance Substances 0.000 description 1
- 239000011159 matrix material Substances 0.000 description 1
- 229910044991 metal oxide Inorganic materials 0.000 description 1
- 150000004706 metal oxides Chemical class 0.000 description 1
- 238000012986 modification Methods 0.000 description 1
- 230000004048 modification Effects 0.000 description 1
- 238000005215 recombination Methods 0.000 description 1
- 230000006798 recombination Effects 0.000 description 1
- 238000011160 research Methods 0.000 description 1
- 230000003595 spectral effect Effects 0.000 description 1
- 230000002194 synthesizing effect Effects 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T5/00—Image enhancement or restoration
- G06T5/70—Denoising; Smoothing
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- 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
-
- 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
- G06N3/084—Backpropagation, e.g. using gradient descent
-
- 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
- G06T7/90—Determination of colour characteristics
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N25/00—Circuitry of solid-state image sensors [SSIS]; Control thereof
- H04N25/60—Noise processing, e.g. detecting, correcting, reducing or removing noise
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N25/00—Circuitry of solid-state image sensors [SSIS]; Control thereof
- H04N25/60—Noise processing, e.g. detecting, correcting, reducing or removing noise
- H04N25/67—Noise processing, e.g. detecting, correcting, reducing or removing noise applied to fixed-pattern noise, e.g. non-uniformity of response
-
- 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
- G06T2207/10024—Color 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
- G06T2207/10141—Special mode during image acquisition
- G06T2207/10144—Varying exposure
-
- 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
-
- 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
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Software Systems (AREA)
- Computing Systems (AREA)
- Artificial Intelligence (AREA)
- Mathematical Physics (AREA)
- Data Mining & Analysis (AREA)
- Evolutionary Computation (AREA)
- General Engineering & Computer Science (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Molecular Biology (AREA)
- General Health & Medical Sciences (AREA)
- Computational Linguistics (AREA)
- Biophysics (AREA)
- Biomedical Technology (AREA)
- Life Sciences & Earth Sciences (AREA)
- Health & Medical Sciences (AREA)
- Medical Informatics (AREA)
- Multimedia (AREA)
- Signal Processing (AREA)
- Image Processing (AREA)
- Image Analysis (AREA)
Abstract
本申请涉及一种信息处理设备和方法、计算机可读存储介质。其中,信息处理设备包括处理电路,处理电路被配置为:基于输入的原始图像生成合成噪声图像;以及对合成噪声图像中的黑电平进行处理,并基于经处理的合成噪声图像来训练用于对图像去噪的机器学习模型,以得到经训练的机器学习模型。
Description
PCT国内申请,说明书已公开。
Claims (21)
- PCT国内申请,权利要求书已公开。
Applications Claiming Priority (3)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202010408019.5A CN113674364A (zh) | 2020-05-14 | 2020-05-14 | 信息处理设备和方法、计算机可读存储介质 |
CN2020104080195 | 2020-05-14 | ||
PCT/CN2021/092005 WO2021227934A1 (zh) | 2020-05-14 | 2021-05-07 | 信息处理设备和方法、计算机可读存储介质 |
Publications (1)
Publication Number | Publication Date |
---|---|
CN115605908A true CN115605908A (zh) | 2023-01-13 |
Family
ID=78526429
Family Applications (2)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202010408019.5A Pending CN113674364A (zh) | 2020-05-14 | 2020-05-14 | 信息处理设备和方法、计算机可读存储介质 |
CN202180033535.7A Pending CN115605908A (zh) | 2020-05-14 | 2021-05-07 | 信息处理设备和方法、计算机可读存储介质 |
Family Applications Before (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202010408019.5A Pending CN113674364A (zh) | 2020-05-14 | 2020-05-14 | 信息处理设备和方法、计算机可读存储介质 |
Country Status (5)
Country | Link |
---|---|
US (1) | US20230153954A1 (zh) |
EP (1) | EP4152245A4 (zh) |
JP (1) | JP2023525846A (zh) |
CN (2) | CN113674364A (zh) |
WO (1) | WO2021227934A1 (zh) |
Family Cites Families (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
JP6736279B2 (ja) * | 2015-10-14 | 2020-08-05 | オリンパス株式会社 | 撮像装置、画像処理装置、画像処理方法 |
JP6659162B2 (ja) * | 2016-03-15 | 2020-03-04 | キヤノン株式会社 | 撮像装置、撮像装置の制御方法及びプログラム |
CN110557584B (zh) * | 2018-05-31 | 2022-04-26 | 杭州海康威视数字技术股份有限公司 | 图像处理方法及装置、计算机可读存储介质 |
CN110992272B (zh) * | 2019-10-18 | 2023-03-14 | 深圳大学 | 基于深度学习的暗光图像增强方法、装置、设备及介质 |
CN111127336B (zh) * | 2019-11-18 | 2023-05-02 | 复旦大学 | 一种基于自适应选择模块的图像信号处理方法 |
-
2020
- 2020-05-14 CN CN202010408019.5A patent/CN113674364A/zh active Pending
-
2021
- 2021-05-07 WO PCT/CN2021/092005 patent/WO2021227934A1/zh unknown
- 2021-05-07 CN CN202180033535.7A patent/CN115605908A/zh active Pending
- 2021-05-07 US US17/916,813 patent/US20230153954A1/en active Pending
- 2021-05-07 EP EP21803938.6A patent/EP4152245A4/en active Pending
- 2021-05-07 JP JP2022569198A patent/JP2023525846A/ja active Pending
Also Published As
Publication number | Publication date |
---|---|
JP2023525846A (ja) | 2023-06-19 |
EP4152245A4 (en) | 2023-11-01 |
US20230153954A1 (en) | 2023-05-18 |
CN113674364A (zh) | 2021-11-19 |
WO2021227934A1 (zh) | 2021-11-18 |
EP4152245A1 (en) | 2023-03-22 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
JP4534756B2 (ja) | 画像処理装置、画像処理方法、撮像装置、プログラム、及び記録媒体 | |
US7995115B2 (en) | Image pickup device, image pickup system, image pickup method, and image processing device | |
JP5744437B2 (ja) | 追尾装置、追尾方法及びプログラム | |
CN101646014B (zh) | 图像处理设备和图像处理方法 | |
US7791652B2 (en) | Image processing apparatus, image capture apparatus, image output apparatus, and method and program for these apparatus | |
US20050169521A1 (en) | Processing of mosaic digital images | |
JP2004207985A (ja) | デジタルカメラ | |
CN103069454A (zh) | 高动态范围图像的捕捉和渲染 | |
KR20080039226A (ko) | 화상처리장치, 촬영장치 및 이들에 있어서의 화상처리방법및 당해 방법을 컴퓨터에 실행시키는 프로그램 | |
CN101753797A (zh) | 图像信号处理设备及方法和程序 | |
KR20060086881A (ko) | 화상 처리 장치 및 그 방법 | |
US20080180749A1 (en) | Image processing system and method | |
US20140028879A1 (en) | Image processing device, image processing method, and solid-state imaging device | |
CN114979500A (zh) | 图像处理方法、图像处理装置、电子设备及可读存储介质 | |
Hanji et al. | Noise-aware merging of high dynamic range image stacks without camera calibration | |
CN117291851A (zh) | 一种基于低秩分解和稀疏表示的多曝光图像融合方法 | |
JP5097018B2 (ja) | 画像処理装置、撮像装置、画像処理装置の制御方法、撮像装置の制御方法、プログラム及び記録媒体 | |
CN115605908A (zh) | 信息处理设备和方法、计算机可读存储介质 | |
KR100934730B1 (ko) | 적응적 노이즈 제거 장치 및 상기 장치를 이용한 이미지센서 | |
US11153467B2 (en) | Image processing | |
JP4877402B2 (ja) | 画像処理装置、画像処理方法、撮像装置、プログラム、及び記録媒体 | |
JP6757392B2 (ja) | 画像生成装置、画像生成方法及び画像生成プログラム | |
CN108668124B (zh) | 基于电荷计算的感光芯片测试方法及设备 | |
Singh et al. | Detail Enhanced Multi-Exposer Image Fusion Based on Edge Perserving Filters | |
US20100150466A1 (en) | Image processing method and image processing apparatus |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
PB01 | Publication | ||
PB01 | Publication | ||
SE01 | Entry into force of request for substantive examination | ||
SE01 | Entry into force of request for substantive examination |