Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386869976> ?p ?o ?g. }
Showing items 1 to 83 of
83
with 100 items per page.
- W4386869976 endingPage "211" @default.
- W4386869976 startingPage "201" @default.
- W4386869976 abstract "Though modern microscopes have an autofocusing system to ensure optimal focus, out-of-focus images can still occur when cells within the medium are not all in the same focal plane, affecting the image quality for medical diagnosis and analysis of diseases. We propose a method that can deblur images as well as synthesize defocus blur. We train autoencoders with implicit and explicit regularization techniques to enforce linearity relations among the representations of different blur levels in the latent space. This allows for the exploration of different blur levels of an object by linearly interpolating/extrapolating the latent representations of images taken at different focal planes. Compared to existing works, we use a simple architecture to synthesize images with flexible blur levels, leveraging the linear latent space. Our regularized autoencoders can effectively mimic blur and deblur, increasing data variety as a data augmentation technique and improving the quality of microscopic images, which would be beneficial for further processing and analysis. The code is available at https://github.com/nis-research/linear-latent-blur ." @default.
- W4386869976 created "2023-09-20" @default.
- W4386869976 creator A5031138348 @default.
- W4386869976 creator A5038306747 @default.
- W4386869976 creator A5067565879 @default.
- W4386869976 creator A5078586518 @default.
- W4386869976 creator A5078725649 @default.
- W4386869976 creator A5092574650 @default.
- W4386869976 date "2023-01-01" @default.
- W4386869976 modified "2023-09-27" @default.
- W4386869976 title "Defocus Blur Synthesis and Deblurring via Interpolation and Extrapolation in Latent Space" @default.
- W4386869976 cites W2019062120 @default.
- W4386869976 cites W2777194773 @default.
- W4386869976 cites W2891833108 @default.
- W4386869976 cites W2969717429 @default.
- W4386869976 cites W3015600294 @default.
- W4386869976 cites W3109422506 @default.
- W4386869976 cites W3126071990 @default.
- W4386869976 cites W3201916904 @default.
- W4386869976 cites W4224216673 @default.
- W4386869976 cites W4224918811 @default.
- W4386869976 cites W4285208191 @default.
- W4386869976 doi "https://doi.org/10.1007/978-3-031-44240-7_20" @default.
- W4386869976 hasPublicationYear "2023" @default.
- W4386869976 type Work @default.
- W4386869976 citedByCount "0" @default.
- W4386869976 crossrefType "book-chapter" @default.
- W4386869976 hasAuthorship W4386869976A5031138348 @default.
- W4386869976 hasAuthorship W4386869976A5038306747 @default.
- W4386869976 hasAuthorship W4386869976A5067565879 @default.
- W4386869976 hasAuthorship W4386869976A5078586518 @default.
- W4386869976 hasAuthorship W4386869976A5078725649 @default.
- W4386869976 hasAuthorship W4386869976A5092574650 @default.
- W4386869976 hasConcept C106430172 @default.
- W4386869976 hasConcept C115961682 @default.
- W4386869976 hasConcept C120665830 @default.
- W4386869976 hasConcept C121332964 @default.
- W4386869976 hasConcept C132459708 @default.
- W4386869976 hasConcept C134306372 @default.
- W4386869976 hasConcept C137800194 @default.
- W4386869976 hasConcept C154945302 @default.
- W4386869976 hasConcept C192209626 @default.
- W4386869976 hasConcept C205372313 @default.
- W4386869976 hasConcept C2776135515 @default.
- W4386869976 hasConcept C2777693668 @default.
- W4386869976 hasConcept C31972630 @default.
- W4386869976 hasConcept C33923547 @default.
- W4386869976 hasConcept C41008148 @default.
- W4386869976 hasConcept C9417928 @default.
- W4386869976 hasConceptScore W4386869976C106430172 @default.
- W4386869976 hasConceptScore W4386869976C115961682 @default.
- W4386869976 hasConceptScore W4386869976C120665830 @default.
- W4386869976 hasConceptScore W4386869976C121332964 @default.
- W4386869976 hasConceptScore W4386869976C132459708 @default.
- W4386869976 hasConceptScore W4386869976C134306372 @default.
- W4386869976 hasConceptScore W4386869976C137800194 @default.
- W4386869976 hasConceptScore W4386869976C154945302 @default.
- W4386869976 hasConceptScore W4386869976C192209626 @default.
- W4386869976 hasConceptScore W4386869976C205372313 @default.
- W4386869976 hasConceptScore W4386869976C2776135515 @default.
- W4386869976 hasConceptScore W4386869976C2777693668 @default.
- W4386869976 hasConceptScore W4386869976C31972630 @default.
- W4386869976 hasConceptScore W4386869976C33923547 @default.
- W4386869976 hasConceptScore W4386869976C41008148 @default.
- W4386869976 hasConceptScore W4386869976C9417928 @default.
- W4386869976 hasLocation W43868699761 @default.
- W4386869976 hasOpenAccess W4386869976 @default.
- W4386869976 hasPrimaryLocation W43868699761 @default.
- W4386869976 hasRelatedWork W2008178540 @default.
- W4386869976 hasRelatedWork W2013725854 @default.
- W4386869976 hasRelatedWork W2060018053 @default.
- W4386869976 hasRelatedWork W2094238738 @default.
- W4386869976 hasRelatedWork W2354226224 @default.
- W4386869976 hasRelatedWork W2468652750 @default.
- W4386869976 hasRelatedWork W2906703443 @default.
- W4386869976 hasRelatedWork W3194988670 @default.
- W4386869976 hasRelatedWork W4313023825 @default.
- W4386869976 hasRelatedWork W3137059050 @default.
- W4386869976 isParatext "false" @default.
- W4386869976 isRetracted "false" @default.
- W4386869976 workType "book-chapter" @default.