JP7260243B2 - ノイジーな画像をアップスケーリングする方法、及びノイジーな画像をアップスケーリングする装置 - Google Patents
ノイジーな画像をアップスケーリングする方法、及びノイジーな画像をアップスケーリングする装置 Download PDFInfo
- Publication number
- JP7260243B2 JP7260243B2 JP2016217107A JP2016217107A JP7260243B2 JP 7260243 B2 JP7260243 B2 JP 7260243B2 JP 2016217107 A JP2016217107 A JP 2016217107A JP 2016217107 A JP2016217107 A JP 2016217107A JP 7260243 B2 JP7260243 B2 JP 7260243B2
- Authority
- JP
- Japan
- Prior art keywords
- image
- filtering
- applying
- upscaling
- output
- 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
Links
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T3/00—Geometric image transformations in the plane of the image
- G06T3/40—Scaling of whole images or parts thereof, e.g. expanding or contracting
- G06T3/4053—Scaling of whole images or parts thereof, e.g. expanding or contracting based on super-resolution, i.e. the output image resolution being higher than the sensor resolution
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T3/00—Geometric image transformations in the plane of the image
- G06T3/40—Scaling of whole images or parts thereof, e.g. expanding or contracting
- G06T3/4007—Scaling of whole images or parts thereof, e.g. expanding or contracting based on interpolation, e.g. bilinear interpolation
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T3/00—Geometric image transformations in the plane of the image
- G06T3/40—Scaling of whole images or parts thereof, e.g. expanding or contracting
- G06T3/4053—Scaling of whole images or parts thereof, e.g. expanding or contracting based on super-resolution, i.e. the output image resolution being higher than the sensor resolution
- G06T3/4076—Scaling of whole images or parts thereof, e.g. expanding or contracting based on super-resolution, i.e. the output image resolution being higher than the sensor resolution using the original low-resolution images to iteratively correct the high-resolution images
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; COUNTING
- G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
- G06T3/00—Geometric image transformations in the plane of the image
- G06T3/40—Scaling of whole images or parts thereof, e.g. expanding or contracting
- G06T3/4046—Scaling of whole images or parts thereof, e.g. expanding or contracting using neural networks
-
- G—PHYSICS
- G06—COMPUTING OR CALCULATING; 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 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
- G06T2207/00—Indexing scheme for image analysis or image enhancement
- G06T2207/20—Special algorithmic details
- G06T2207/20016—Hierarchical, coarse-to-fine, multiscale or multiresolution image processing; Pyramid transform
-
- 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
- G06T2207/20021—Dividing image into blocks, subimages or windows
-
- 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
- G06T2207/20024—Filtering details
-
- 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
- G06T2207/20—Special algorithmic details
- G06T2207/20212—Image combination
- G06T2207/20221—Image fusion; Image merging
Landscapes
- Engineering & Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Physics & Mathematics (AREA)
- Theoretical Computer Science (AREA)
- Artificial Intelligence (AREA)
- Evolutionary Computation (AREA)
- Image Processing (AREA)
- Facsimile Image Signal Circuits (AREA)
- Ultra Sonic Daignosis Equipment (AREA)
- Closed-Circuit Television Systems (AREA)
Applications Claiming Priority (2)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| EP15306776.4 | 2015-11-09 | ||
| EP15306776.4A EP3166070B1 (en) | 2015-11-09 | 2015-11-09 | Method for upscaling noisy images, and apparatus for upscaling noisy images |
Publications (3)
| Publication Number | Publication Date |
|---|---|
| JP2017091529A JP2017091529A (ja) | 2017-05-25 |
| JP2017091529A5 JP2017091529A5 (enExample) | 2019-12-19 |
| JP7260243B2 true JP7260243B2 (ja) | 2023-04-18 |
Family
ID=54703912
Family Applications (1)
| Application Number | Title | Priority Date | Filing Date |
|---|---|---|---|
| JP2016217107A Active JP7260243B2 (ja) | 2015-11-09 | 2016-11-07 | ノイジーな画像をアップスケーリングする方法、及びノイジーな画像をアップスケーリングする装置 |
Country Status (5)
| Country | Link |
|---|---|
| US (1) | US10319075B2 (enExample) |
| EP (1) | EP3166070B1 (enExample) |
| JP (1) | JP7260243B2 (enExample) |
| KR (1) | KR102620105B1 (enExample) |
| CN (1) | CN107016642B (enExample) |
Families Citing this family (21)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| WO2016132152A1 (en) | 2015-02-19 | 2016-08-25 | Magic Pony Technology Limited | Interpolating visual data |
| EP3278559B1 (en) | 2015-03-31 | 2021-05-05 | Magic Pony Technology Limited | Training end-to-end video processes |
| GB201604672D0 (en) * | 2016-03-18 | 2016-05-04 | Magic Pony Technology Ltd | Generative methods of super resolution |
| EP3336757A1 (en) * | 2016-12-16 | 2018-06-20 | Tata Consultancy Services Limited | Method and system for container code recognition |
| KR102326165B1 (ko) * | 2017-08-23 | 2021-11-16 | 엘지디스플레이 주식회사 | 영상 처리 방법 및 이를 이용한 표시 장치 |
| CN107767343B (zh) * | 2017-11-09 | 2021-08-31 | 京东方科技集团股份有限公司 | 图像处理方法、处理装置和处理设备 |
| KR101987079B1 (ko) * | 2017-12-28 | 2019-06-10 | 주식회사 홈초이스 | 머신러닝 기반의 동적 파라미터에 의한 업스케일된 동영상의 노이즈 제거방법 |
| KR101894278B1 (ko) | 2018-01-18 | 2018-09-04 | 주식회사 뷰노 | 일련의 슬라이스 영상을 재구성하는 방법 및 이를 이용한 장치 |
| WO2019178133A1 (en) * | 2018-03-12 | 2019-09-19 | Lvis Corporation | Systems and methods for generating thin image slices from thick image slices |
| CN110300301B (zh) * | 2018-03-22 | 2023-01-13 | 华为技术有限公司 | 图像编解码方法和装置 |
| KR102570562B1 (ko) * | 2018-07-16 | 2023-08-24 | 삼성전자주식회사 | 영상 처리 장치 및 그 동작방법 |
| JP2020017229A (ja) * | 2018-07-27 | 2020-01-30 | 国立大学法人 東京大学 | 画像処理装置、画像処理方法及び画像処理プログラム |
| US10931853B2 (en) * | 2018-10-18 | 2021-02-23 | Sony Corporation | Enhanced color reproduction for upscaling |
| KR102604016B1 (ko) * | 2018-10-24 | 2023-11-22 | 삼성전자주식회사 | 전자 장치 및 이의 제어방법 |
| KR102098375B1 (ko) | 2018-11-15 | 2020-04-08 | 충남대학교산학협력단 | Jpeg 압축 이미지의 해상도 증가 시스템 및 그 방법 |
| KR102184763B1 (ko) * | 2019-02-08 | 2020-11-30 | 금오공과대학교 산학협력단 | 신경망이 적용된 통신 시스템 및 방법 |
| WO2021226601A1 (en) * | 2020-05-08 | 2021-11-11 | Lets Enhance Inc | Image enhancement |
| US11222406B2 (en) | 2020-06-05 | 2022-01-11 | Canon Medical Systems Corporation | Method and system for training a machine learning-based image denoising system |
| CN112734646B (zh) * | 2021-01-19 | 2024-02-02 | 青岛大学 | 一种基于特征通道划分的图像超分辨率重建方法 |
| WO2022197001A1 (en) | 2021-03-16 | 2022-09-22 | +Samsung Electronics Co., Ltd. | Method and electronic device for removing artifact in high resolution image |
| KR20240007420A (ko) | 2022-07-08 | 2024-01-16 | 한화비전 주식회사 | 머신 러닝을 이용한 영상 노이즈 학습 서버 및 영상 노이즈 저감 장치 |
Citations (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2015129987A (ja) | 2014-01-06 | 2015-07-16 | 国立大学法人三重大学 | 医用高解像画像形成システムおよび方法。 |
Family Cites Families (7)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| US20070083114A1 (en) * | 2005-08-26 | 2007-04-12 | The University Of Connecticut | Systems and methods for image resolution enhancement |
| US8867858B2 (en) * | 2010-01-28 | 2014-10-21 | Yissum Research Development Company Of The Hebrew University Of Jerusalem, Ltd. | Method and system for generating an output image of increased pixel resolution from an input image |
| US20120044389A1 (en) * | 2010-08-20 | 2012-02-23 | Altek Corporation | Method for generating super resolution image |
| US8655109B2 (en) * | 2011-08-05 | 2014-02-18 | Adobe Systems Incorporated | Regression-based learning model for image upscaling |
| EP2615579A1 (en) * | 2012-01-12 | 2013-07-17 | Thomson Licensing | Method and device for generating a super-resolution version of a low resolution input data structure |
| CN103390266B (zh) * | 2013-07-31 | 2016-05-18 | 广东威创视讯科技股份有限公司 | 一种图像超分辨率方法和装置 |
| EP2908285A1 (en) | 2014-02-13 | 2015-08-19 | Thomson Licensing | Method for performing super-resolution on single images and apparatus for performing super-resolution on single images |
-
2015
- 2015-11-09 EP EP15306776.4A patent/EP3166070B1/en active Active
-
2016
- 2016-11-04 US US15/343,254 patent/US10319075B2/en active Active
- 2016-11-07 KR KR1020160147427A patent/KR102620105B1/ko active Active
- 2016-11-07 JP JP2016217107A patent/JP7260243B2/ja active Active
- 2016-11-08 CN CN201610982198.7A patent/CN107016642B/zh not_active Expired - Fee Related
Patent Citations (1)
| Publication number | Priority date | Publication date | Assignee | Title |
|---|---|---|---|---|
| JP2015129987A (ja) | 2014-01-06 | 2015-07-16 | 国立大学法人三重大学 | 医用高解像画像形成システムおよび方法。 |
Non-Patent Citations (1)
| Title |
|---|
| Abhishek Singh, et al,Super-Resolving Noisy Images,Conference on Computer Vision and Pattern Recognition,米国,IEEE,2014年06月23日,2846-2853,https://ieeexplore.ieee.org/document/6909760 |
Also Published As
| Publication number | Publication date |
|---|---|
| CN107016642A (zh) | 2017-08-04 |
| KR102620105B1 (ko) | 2024-01-03 |
| EP3166070A1 (en) | 2017-05-10 |
| EP3166070B1 (en) | 2021-01-06 |
| US10319075B2 (en) | 2019-06-11 |
| CN107016642B (zh) | 2022-08-16 |
| KR20170058277A (ko) | 2017-05-26 |
| US20170132760A1 (en) | 2017-05-11 |
| JP2017091529A (ja) | 2017-05-25 |
Similar Documents
| Publication | Publication Date | Title |
|---|---|---|
| JP7260243B2 (ja) | ノイジーな画像をアップスケーリングする方法、及びノイジーな画像をアップスケーリングする装置 | |
| Deng et al. | Hessian matrix-based fourth-order anisotropic diffusion filter for image denoising | |
| Liu et al. | A medical image enhancement method using adaptive thresholding in NSCT domain combined unsharp masking | |
| CN104992415B (zh) | 一种基于全变差和小波变换的图像去噪方法及系统 | |
| CN107784638A (zh) | 一种优化的东巴古籍图像增强方法 | |
| CN103093433A (zh) | 基于区域划分和字典学习的自然图像去噪方法 | |
| CN103077508A (zh) | 基于变换域非局部和最小均方误差的sar图像去噪方法 | |
| Wang et al. | New image restoration method associated with tetrolets shrinkage and weighted anisotropic total variation | |
| CN106570843A (zh) | 一种自适应小波阈值函数图像噪声抑制方法 | |
| CN110322404B (zh) | 一种图像增强方法及系统 | |
| Jalab et al. | Fractional conway polynomials for image denoising with regularized fractional power parameters | |
| CN105023257B (zh) | 基于N‑Smoothlets的图像去噪方法 | |
| CN106920223A (zh) | 一种小波和有理数阶偏微分联合图像增强方法 | |
| Naveen et al. | Image denoising by Fourier block processing and Wiener filtering | |
| Ram et al. | Image super-resolution using graph regularized block sparse representation | |
| CN106327440B (zh) | 含有非局域数据保真项的图像分解滤波方法 | |
| Zhang et al. | Hybrid gradient-domain image denoising | |
| Unni et al. | Non-Local Patch-Based Regularization for Image Restoration | |
| CN111626966A (zh) | 声呐图像的去噪模型训练方法及其装置和可读存储介质 | |
| Shin et al. | Image denoiser using convolutional neural network with deconvolution and modified residual network | |
| Shanmugasundaram et al. | A Novel Image Restoration Algorithm Using NSCT and Pixel Level Fusion. | |
| Fahmy et al. | E-spline based image interpolators | |
| Majeeth et al. | A Novel Algorithm to Remove Gaussian Noise in an Image | |
| Song et al. | Image denoising method based on non-uniform partition and wavelet transform | |
| Dhiman et al. | An improved threshold estimation technique for image denoising using wavelet thresholding techniques |
Legal Events
| Date | Code | Title | Description |
|---|---|---|---|
| RD03 | Notification of appointment of power of attorney |
Free format text: JAPANESE INTERMEDIATE CODE: A7423 Effective date: 20181220 |
|
| RD04 | Notification of resignation of power of attorney |
Free format text: JAPANESE INTERMEDIATE CODE: A7424 Effective date: 20181227 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20191106 |
|
| A621 | Written request for application examination |
Free format text: JAPANESE INTERMEDIATE CODE: A621 Effective date: 20191106 |
|
| A711 | Notification of change in applicant |
Free format text: JAPANESE INTERMEDIATE CODE: A711 Effective date: 20191111 |
|
| A711 | Notification of change in applicant |
Free format text: JAPANESE INTERMEDIATE CODE: A711 Effective date: 20201217 |
|
| A977 | Report on retrieval |
Free format text: JAPANESE INTERMEDIATE CODE: A971007 Effective date: 20201228 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20210318 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20210715 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20210906 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20211203 |
|
| A131 | Notification of reasons for refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A131 Effective date: 20220421 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20220719 |
|
| A02 | Decision of refusal |
Free format text: JAPANESE INTERMEDIATE CODE: A02 Effective date: 20221027 |
|
| A521 | Request for written amendment filed |
Free format text: JAPANESE INTERMEDIATE CODE: A523 Effective date: 20230216 |
|
| C60 | Trial request (containing other claim documents, opposition documents) |
Free format text: JAPANESE INTERMEDIATE CODE: C60 Effective date: 20230216 |
|
| A911 | Transfer to examiner for re-examination before appeal (zenchi) |
Free format text: JAPANESE INTERMEDIATE CODE: A911 Effective date: 20230227 |
|
| C21 | Notice of transfer of a case for reconsideration by examiners before appeal proceedings |
Free format text: JAPANESE INTERMEDIATE CODE: C21 Effective date: 20230228 |
|
| 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: 20230317 |
|
| A61 | First payment of annual fees (during grant procedure) |
Free format text: JAPANESE INTERMEDIATE CODE: A61 Effective date: 20230406 |
|
| R150 | Certificate of patent or registration of utility model |
Ref document number: 7260243 Country of ref document: JP Free format text: JAPANESE INTERMEDIATE CODE: R150 |