Matches in SemOpenAlex for { <https://semopenalex.org/work/W2907363428> ?p ?o ?g. }
- W2907363428 endingPage "2730" @default.
- W2907363428 startingPage "2719" @default.
- W2907363428 abstract "Natural images often contain patches with high similarity. In this paper, to effectively utilize the local and nonlocal self-similarity for low-rank models, we propose a novel weighted tensor rank-1 decomposition method (termed as WTR1) for nonlocal image denoising. Although the low-rank approximation problem has been well studied for matrices, it remains elusive of the theoretical extension to tensors due to the NP-hard tensor decomposition. To tackle this problem, the proposed WTR1 method designs a new efficient CANDECOMP/ PARAFAC (CP) decomposition algorithm and constructs a straightforward low-rank tensor approximation strategy. This is achieved by elegantly manipulating the CP-rank, called intrinsic low-rank tensor approximation. Specifically, the WTR1 method first groups similar patches into a 3D stack and converts the stack into a finite sum of rank-1 products. Then, we deploy the intrinsic low-rank tensor approximation to produce the final denoised image. The proposed WTR1 method can jointly exploit the local and nonlocal self-similarity, thus improving the nonlocal image denoising quality. Experimental results have shown that the proposed WTR1 outperforms several state-of-the-art denoising methods." @default.
- W2907363428 created "2019-01-11" @default.
- W2907363428 creator A5028858301 @default.
- W2907363428 creator A5065061505 @default.
- W2907363428 creator A5067097659 @default.
- W2907363428 date "2019-06-01" @default.
- W2907363428 modified "2023-10-18" @default.
- W2907363428 title "Weighted Tensor Rank-1 Decomposition for Nonlocal Image Denoising" @default.
- W2907363428 cites W1915360731 @default.
- W2907363428 cites W1915372217 @default.
- W2907363428 cites W1963826206 @default.
- W2907363428 cites W1966096622 @default.
- W2907363428 cites W1973207753 @default.
- W2907363428 cites W1978749115 @default.
- W2907363428 cites W1983191783 @default.
- W2907363428 cites W2000215628 @default.
- W2907363428 cites W2006262236 @default.
- W2907363428 cites W2013912476 @default.
- W2907363428 cites W2014311222 @default.
- W2907363428 cites W2024165284 @default.
- W2907363428 cites W2048695508 @default.
- W2907363428 cites W2056370875 @default.
- W2907363428 cites W2058005980 @default.
- W2907363428 cites W2083799719 @default.
- W2907363428 cites W2091449379 @default.
- W2907363428 cites W2097073572 @default.
- W2907363428 cites W2103972604 @default.
- W2907363428 cites W2107214962 @default.
- W2907363428 cites W2118550318 @default.
- W2907363428 cites W2126762950 @default.
- W2907363428 cites W2130975789 @default.
- W2907363428 cites W2133665775 @default.
- W2907363428 cites W2142224912 @default.
- W2907363428 cites W2153663612 @default.
- W2907363428 cites W2154011501 @default.
- W2907363428 cites W2156242833 @default.
- W2907363428 cites W2168226778 @default.
- W2907363428 cites W2197175231 @default.
- W2907363428 cites W2324298973 @default.
- W2907363428 cites W2327669213 @default.
- W2907363428 cites W2469031810 @default.
- W2907363428 cites W2507211415 @default.
- W2907363428 cites W2508457857 @default.
- W2907363428 cites W2519420704 @default.
- W2907363428 cites W2523513766 @default.
- W2907363428 cites W2571662414 @default.
- W2907363428 cites W2625541065 @default.
- W2907363428 doi "https://doi.org/10.1109/tip.2018.2889914" @default.
- W2907363428 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/30596575" @default.
- W2907363428 hasPublicationYear "2019" @default.
- W2907363428 type Work @default.
- W2907363428 sameAs 2907363428 @default.
- W2907363428 citedByCount "25" @default.
- W2907363428 countsByYear W29073634282019 @default.
- W2907363428 countsByYear W29073634282020 @default.
- W2907363428 countsByYear W29073634282021 @default.
- W2907363428 countsByYear W29073634282022 @default.
- W2907363428 countsByYear W29073634282023 @default.
- W2907363428 crossrefType "journal-article" @default.
- W2907363428 hasAuthorship W2907363428A5028858301 @default.
- W2907363428 hasAuthorship W2907363428A5065061505 @default.
- W2907363428 hasAuthorship W2907363428A5067097659 @default.
- W2907363428 hasConcept C103278499 @default.
- W2907363428 hasConcept C11413529 @default.
- W2907363428 hasConcept C114614502 @default.
- W2907363428 hasConcept C115961682 @default.
- W2907363428 hasConcept C124681953 @default.
- W2907363428 hasConcept C153180895 @default.
- W2907363428 hasConcept C154945302 @default.
- W2907363428 hasConcept C155281189 @default.
- W2907363428 hasConcept C163294075 @default.
- W2907363428 hasConcept C164226766 @default.
- W2907363428 hasConcept C18903297 @default.
- W2907363428 hasConcept C199360897 @default.
- W2907363428 hasConcept C202444582 @default.
- W2907363428 hasConcept C2986737658 @default.
- W2907363428 hasConcept C33923547 @default.
- W2907363428 hasConcept C41008148 @default.
- W2907363428 hasConcept C42704193 @default.
- W2907363428 hasConcept C86803240 @default.
- W2907363428 hasConcept C90199385 @default.
- W2907363428 hasConcept C9395851 @default.
- W2907363428 hasConceptScore W2907363428C103278499 @default.
- W2907363428 hasConceptScore W2907363428C11413529 @default.
- W2907363428 hasConceptScore W2907363428C114614502 @default.
- W2907363428 hasConceptScore W2907363428C115961682 @default.
- W2907363428 hasConceptScore W2907363428C124681953 @default.
- W2907363428 hasConceptScore W2907363428C153180895 @default.
- W2907363428 hasConceptScore W2907363428C154945302 @default.
- W2907363428 hasConceptScore W2907363428C155281189 @default.
- W2907363428 hasConceptScore W2907363428C163294075 @default.
- W2907363428 hasConceptScore W2907363428C164226766 @default.
- W2907363428 hasConceptScore W2907363428C18903297 @default.
- W2907363428 hasConceptScore W2907363428C199360897 @default.
- W2907363428 hasConceptScore W2907363428C202444582 @default.
- W2907363428 hasConceptScore W2907363428C2986737658 @default.
- W2907363428 hasConceptScore W2907363428C33923547 @default.
- W2907363428 hasConceptScore W2907363428C41008148 @default.