지원사업
학술연구/단체지원/교육 등 연구자 활동을 지속하도록 DBpia가 지원하고 있어요.
커뮤니티
연구자들이 자신의 연구와 전문성을 널리 알리고, 새로운 협력의 기회를 만들 수 있는 네트워킹 공간이에요.
논문 기본 정보
- 자료유형
- 학술저널
- 저자정보
- 저널정보
- 대한전자공학회 IEIE Transactions on Smart Processing & Computing IEIE Transactions on Smart Processing & Computing Vol.12 No.1
- 발행연도
- 2023.2
- 수록면
- 1 - 8 (8page)
- DOI
- 10.5573/IEIESPC.2023.12.1.1
이용수
초록· 키워드
오류제보하기
In this paper, we propose a blind image deblurring algorithm using block-augmented Lagrangian and low-rank priors (BALLORG) as a non-learning method that can give better results without the complexity of learning-based methods. The proposed algorithm achieves faster convergence within 20 iterations than conventional methods. Regularization priors are used in the form of gradients and sparse low-rank matrices, and recursive rank improvements result in better deblurring performance. The steepest descent in minimization is maintained through weight selection for penalty and regularization parameters. The block processing introduces local and global optimization, leading to better visual quality outputs. The proposed method has excellent performance in terms of the PSNR, SSIM, and FSIM matrix, which is on par with or better than that of other state-of-the-art learning and non-learning-based approaches.
목차
Abstract
1. Introduction
2. Related Work
3. The Proposed Scheme
4. Experimental Results
5. Conclusion
References
참고문헌 (23)
참고문헌 신청
H. Zheng, "A Survey on Single Image Deblurring," 2021 2nd International Conference on Computing and Data Science (CDS), 2021, pp. 448-452, Article(CrossRef Link)
M. El Helou and S. Süsstrunk, "Blind Universal Bayesian Image Denoising With Gaussian Noise Level Learning," IEEE Transactions on Image Processing, vol. 29, pp. 4885-4897, 2020, Article(CrossRef Link)
V. Maik, Dohee Cho, Jeongho Shin, and Joonki Paik, “Regularized Restoration Using Image Fusion for Digital Auto-Focusing,” IEEE Trans. Circuits Syst. Video Technol., vol. 17, no. 10, pp. 1360-1369, Oct. 2007, Article(CrossRef Link)
I. Ramirez and G. Sapiro, “Universal Regularizers for Robust Sparse Coding and Modeling,” IEEE Trans. Image Process., vol. 21, no. 9, pp. 3850-3864, Sep. 2012, Article(Cross Ref Link)
Mittu George P, Vivek M, and J. Paik, “Imaging inverse problem using sparse representation with adaptive dictionary learning,” in 2015 IEEE International Advance Computing Conference (IACC), Banglore, India, Jun. 2015, pp. 1247-1251, Article(Crossref Link
M. El Helou and S. Süsstrunk, "Blind Universal Bayesian Image Denoising With Gaussian Noise Level Learning," IEEE Transactions on Image Processing, vol. 29, pp. 4885-4897, 2020, Article(CrossRef Link)
V. Maik, Dohee Cho, Jeongho Shin, and Joonki Paik, “Regularized Restoration Using Image Fusion for Digital Auto-Focusing,” IEEE Trans. Circuits Syst. Video Technol., vol. 17, no. 10, pp. 1360-1369, Oct. 2007, Article(CrossRef Link)
I. Ramirez and G. Sapiro, “Universal Regularizers for Robust Sparse Coding and Modeling,” IEEE Trans. Image Process., vol. 21, no. 9, pp. 3850-3864, Sep. 2012, Article(Cross Ref Link)
Mittu George P, Vivek M, and J. Paik, “Imaging inverse problem using sparse representation with adaptive dictionary learning,” in 2015 IEEE International Advance Computing Conference (IACC), Banglore, India, Jun. 2015, pp. 1247-1251, Article(Crossref Link
함께 읽어보면 좋을 논문
논문 유사도에 따라 DBpia 가 추천하는 논문입니다. 함께 보면 좋을 연관 논문을 확인해보세요!
-
Blind Image Deblurring based on Deep Image Prior
IEIE Transactions on Smart Processing & Computing
2022 .04
-
딥 러닝을 이용한 영상 디블러링을 위한 새로운 U-Net
전기학회논문지
2023 .07
-
Recursive Update Techniques for Rank-Sparsity based Matrix Decomposition
ITC-CSCC :International Technical Conference on Circuits Systems, Computers and Communications
2015 .06
-
Augmented Lagrangian Coordination을 이용한 Analytical Targer Cascading에서의 Parallelization도입 및 수렴전략 개발
대한기계학회 춘추학술대회
2017 .05
-
Regularized Multichannel Blind Deconvolution Using Alternating Minimization
IEIE Transactions on Smart Processing & Computing
2015 .12
-
회전형 카메라 영상의 화질 개선을 위한 디블러링 기술 동향 연구
제어로봇시스템학회 국내학술대회 논문집
2024 .07
-
Faster Deblurring for Digital Images using an Ameliorated Richardson-Lucy Algorithm
IEIE Transactions on Smart Processing & Computing
2018 .08
-
Patch-wise Image Deblurring using Reference Images in Video Sequence
대한전자공학회 학술대회
2017 .01
-
Evaluation of Deep Learning and Low Rank Methods for Image Denoising
대한전자공학회 학술대회
2017 .06
-
적합한 계산량을 위한 딥 러닝 기반의 Image Deblurring 신경망
대한전자공학회 학술대회
2022 .11
-
Asymmetric UNet for Single Image Deblurring
대한전자공학회 학술대회
2022 .11
-
A Cross Decomposition Approach for the Optimization of the Petroleum Product Supply Chain
Industrial Engineering & Management Systems
2019 .03
-
Total Lagrangian 기반 음해적 입자법을 이용한 외팔보 동적 거동 해석
대한기계학회 춘추학술대회
2021 .08
-
동적 웹 환경에서의 C-Rank 성능 평가
한국정보과학회 학술발표논문집
2017 .06
-
Medical Image Restoration Using L1-Minimization
대한기계학회 춘추학술대회
2015 .05
-
The Long-Term Simulation of Cs in the North Atlantic Ocean Using the Lagrangian Particle Model
한국방사성폐기물학회 학술대회
2018 .01
-
영상 디블러링에서의 임의 잡음 제거를 위한 로지스틱 회귀
멀티미디어학회논문지
2017 .10
-
lp-norm regularization for impact force identification from highly incomplete measurements
Smart Structures and Systems, An International Journal
2024 .08
-
D6: Disentangling Directional Motion Deblurring with Dual Decoder Diffusion
대한전자공학회 학술대회
2024 .06
-
질문 생성을 위한 대규모 언어 모델에 Low-Rank Adaptation 적용 방법
한국정보과학회 학술발표논문집
2023 .06
이 논문의 저자 정보
최근 본 자료
댓글(0)
0
UCI(KEPA) : I410-ECN-0101-2023-569-000401205