Piecewise-Smooth Image Segmentation Models with $$L^1$$L1 Data-Fidelity Terms
Sign Up to like & getrecommendations! Published in 2017 at "Journal of Scientific Computing"
DOI: 10.1007/s10915-016-0280-z
Abstract: In this article, we propose a class of piecewise-smooth image segmentation models in a variational framework. The models involve $$L^1$$L1 data fidelity measures and assume that an image can be approximated by the sum of… read more here.
Keywords: image; data fidelity; piecewise smooth; image segmentation ... See more keywords
BIGPrior: Toward Decoupling Learned Prior Hallucination and Data Fidelity in Image Restoration
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2022.3143006
Abstract: Classic image-restoration algorithms use a variety of priors, either implicitly or explicitly. Their priors are hand-designed and their corresponding weights are heuristically assigned. Hence, deep learning methods often produce superior image restoration quality. Deep networks… read more here.
Keywords: hallucination data; image restoration; restoration; image ... See more keywords