Matches in SemOpenAlex for { <https://semopenalex.org/work/W2979431346> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W2979431346 endingPage "654" @default.
- W2979431346 startingPage "646" @default.
- W2979431346 abstract "We present a new unsupervised learning algorithm, FAIM, for 3D medical image registration. With a different architecture than the popular U-net, the network takes a pair of full image volumes and predicts the displacement fields needed to register source to target. Compared with U-net based registration networks such as VoxelMorph, FAIM has fewer trainable parameters but can achieve higher registration accuracy as judged by Dice score on region labels in the Mindboggle-101 dataset. Moreover, with the proposed penalty loss on negative Jacobian determinants, FAIM produces deformations with many fewer foldings, i.e. regions of non-invertibility where the surface folds over itself. In our experiment, we varied the strength of this penalty and investigated changes in registration accuracy and non-invertibility in terms of number of folding locations. We found that FAIM is able to maintain both the advantages of higher accuracy and fewer folding locations over VoxelMorph, over a range of hyper-parameters (with the same values used for both networks). Further, when trading off registration accuracy for better invertibility, FAIM required less sacrifice of registration accuracy. Codes for this paper will be released upon publication." @default.
- W2979431346 created "2019-10-18" @default.
- W2979431346 creator A5063031225 @default.
- W2979431346 creator A5079842507 @default.
- W2979431346 date "2019-01-01" @default.
- W2979431346 modified "2023-10-01" @default.
- W2979431346 title "FAIM – A ConvNet Method for Unsupervised 3D Medical Image Registration" @default.
- W2979431346 cites W1677182931 @default.
- W2979431346 cites W1901129140 @default.
- W2979431346 cites W2019587683 @default.
- W2979431346 cites W2097117768 @default.
- W2979431346 cites W2136145485 @default.
- W2979431346 cites W2482922118 @default.
- W2979431346 cites W2620778761 @default.
- W2979431346 cites W2751297520 @default.
- W2979431346 cites W2752785527 @default.
- W2979431346 cites W2799913653 @default.
- W2979431346 cites W2963904328 @default.
- W2979431346 cites W3098269293 @default.
- W2979431346 doi "https://doi.org/10.1007/978-3-030-32692-0_74" @default.
- W2979431346 hasPublicationYear "2019" @default.
- W2979431346 type Work @default.
- W2979431346 sameAs 2979431346 @default.
- W2979431346 citedByCount "62" @default.
- W2979431346 countsByYear W29794313462019 @default.
- W2979431346 countsByYear W29794313462020 @default.
- W2979431346 countsByYear W29794313462021 @default.
- W2979431346 countsByYear W29794313462022 @default.
- W2979431346 countsByYear W29794313462023 @default.
- W2979431346 crossrefType "book-chapter" @default.
- W2979431346 hasAuthorship W2979431346A5063031225 @default.
- W2979431346 hasAuthorship W2979431346A5079842507 @default.
- W2979431346 hasBestOaLocation W29794313462 @default.
- W2979431346 hasConcept C115961682 @default.
- W2979431346 hasConcept C153180895 @default.
- W2979431346 hasConcept C154945302 @default.
- W2979431346 hasConcept C166704113 @default.
- W2979431346 hasConcept C31972630 @default.
- W2979431346 hasConcept C41008148 @default.
- W2979431346 hasConceptScore W2979431346C115961682 @default.
- W2979431346 hasConceptScore W2979431346C153180895 @default.
- W2979431346 hasConceptScore W2979431346C154945302 @default.
- W2979431346 hasConceptScore W2979431346C166704113 @default.
- W2979431346 hasConceptScore W2979431346C31972630 @default.
- W2979431346 hasConceptScore W2979431346C41008148 @default.
- W2979431346 hasLocation W29794313461 @default.
- W2979431346 hasLocation W29794313462 @default.
- W2979431346 hasOpenAccess W2979431346 @default.
- W2979431346 hasPrimaryLocation W29794313461 @default.
- W2979431346 hasRelatedWork W17938315 @default.
- W2979431346 hasRelatedWork W2009466720 @default.
- W2979431346 hasRelatedWork W2011443206 @default.
- W2979431346 hasRelatedWork W2041698670 @default.
- W2979431346 hasRelatedWork W2125070361 @default.
- W2979431346 hasRelatedWork W2392187754 @default.
- W2979431346 hasRelatedWork W2469330841 @default.
- W2979431346 hasRelatedWork W2995419473 @default.
- W2979431346 hasRelatedWork W3163375306 @default.
- W2979431346 hasRelatedWork W4293868162 @default.
- W2979431346 isParatext "false" @default.
- W2979431346 isRetracted "false" @default.
- W2979431346 magId "2979431346" @default.
- W2979431346 workType "book-chapter" @default.