PATCH-BASED LOCALLY OPTIMAL DENOISING

被引：0

作者：

Chatterjee, Priyam ^{[1
]}

Milanfar, Peyman ^{[1
]}

机构：

[1] Univ Calif Santa Cruz, Dept Elect Engn, Santa Cruz, CA 95064 USA

来源：

2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2011年

关键词：

Image denoising; image clustering; Wiener filter; LMMSE estimator; denoising bounds; IMAGE; SPARSE;

D O I：

暂无

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

In our previous work [1], we formulated the fundamental limits of image denoising. In this paper, we propose a practical algorithm where the motivation is to realize a locally optimal denoising filter that achieves the lower bound. The proposed method is a patch-based Wiener filter that takes advantage of both geometrically and photometrically similar patches. The resultant approach has a nice statistical foundation while producing denoising results that are comparable to or exceeding the current state-of-the-art, both visually and quantitatively.

引用

页数：4

共 50 条

[31] Patch-Based Colour Transfer with Optimal Transport
Alghamdi, Hana
Grogan, Mairead
Dahyot, Rozenn
2019 27TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2019,
[32] Research on Image Denoising Using Patch-based Singular Value Decomposition
Liu, Han
Zhao, Yue
Liang, Lili
Yi, Yingmin
2015 IEEE 28TH CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2015, : 643 - 647
[33] Patch-Based Nonlocal Functional for Denoising Fluorescence Microscopy Image Sequences
Boulanger, Jerome
Kervrann, Charles
Bouthemy, Patrick
Elbau, Peter
Sibarita, Jean-Baptiste
Salamero, Jean
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2010, 29 (02) : 442 - 454
[34] Iterative Weighted Maximum Likelihood Denoising With Probabilistic Patch-Based Weights
Deledalle, Charles-Alban
Denis, Loic
Tupin, Florence
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2009, 18 (12) : 2661 - 2672
[35] Patch-based contour prior image denoising for salt and pepper noise
Fu, Bo
Zhao, XiaoYang
Li, Yi
Wang, XiangHai
MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (21) : 30865 - 30875
[36] CLASS-SPECIFIC POISSON DENOISING BY PATCH-BASED IMPORTANCE SAMPLING
Niknejad, Milad
Bioucas-Dias, Jose M.
Figueiredo, Mario A. T.
2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2017, : 1247 - 1251
[37] Patch-based contour prior image denoising for salt and pepper noise
Bo Fu
XiaoYang Zhao
Yi Li
XiangHai Wang
Multimedia Tools and Applications, 2019, 78 : 30865 - 30875
[38] A Patch-Based Method for Underwater Image Enhancement With Denoising Diffusion Models
Xia, Haisheng
Bao, Binglei
Liao, Fei
Chen, Jintao
Wang, Binglu
Li, Zhijun
IEEE TRANSACTIONS ON CYBERNETICS, 2025, 55 (01) : 269 - 281
[39] Number of Useful Components in Gaussian Mixture Models for Patch-Based Image Denoising
Dai-Viet Tran
Li-Thiao-Te, Sebastien
Luong, Marie
Thuong Le-Tien
Dibos, Francoise
IMAGE AND SIGNAL PROCESSING (ICISP 2018), 2018, 10884 : 108 - 116
[40] A note on patch-based low-rank minimization for fast image denoising
Hu, Haijuan
Froment, Jacques
Liu, Quansheng
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2018, 50 : 100 - 110

← 1 2 3 4 5 →