Matches in SemOpenAlex for { <https://semopenalex.org/work/W3104258385> ?p ?o ?g. }
Showing items 1 to 80 of
80
with 100 items per page.
- W3104258385 endingPage "377" @default.
- W3104258385 startingPage "376" @default.
- W3104258385 abstract "In this paper, we present a deep learning algorithm to rapidly obtain high quality CT reconstructions for AM parts. In particular, we propose to use CAD models of the parts that are to be manufactured, introduce typical defects and simulate XCT measurements. These simulated measurements were processed using FBP (computationally simple but result in noisy images) and the MBIR technique. We then train a 2.5D deep convolutional neural network [4], deemed 2.5D Deep Learning MBIR (2.5D DL-MBIR), on these pairs of noisy and high-quality 3D volumes to learn a fast, non-linear mapping function. The 2.5D DL-MBIR reconstructs a 3D volume in a 2.5D scheme where each slice is reconstructed from multiple inputs slices of the FBP input. Given this trained system, we can take a small set of measurements on an actual part, process it using a combination of FBP followed by 2.5D DL-MBIR. Both steps can be rapidly performed using GPUs, resulting in a real-time algorithm that achieves the high-quality of MBIR as fast as standard techniques. Intuitively, since CAD models are typically available for parts to be manufactured, this provides a strong constraint prior which can be leveraged to improve the reconstruction." @default.
- W3104258385 created "2020-11-23" @default.
- W3104258385 creator A5014047735 @default.
- W3104258385 creator A5037719051 @default.
- W3104258385 creator A5065370022 @default.
- W3104258385 creator A5077586593 @default.
- W3104258385 creator A5083513907 @default.
- W3104258385 date "2019-08-01" @default.
- W3104258385 modified "2023-09-24" @default.
- W3104258385 title "X-Ray CT Reconstruction of Additively Manufactured Parts using 2.5D Deep Learning MBIR" @default.
- W3104258385 cites W2124678094 @default.
- W3104258385 doi "https://doi.org/10.1017/s1431927619002617" @default.
- W3104258385 hasPublicationYear "2019" @default.
- W3104258385 type Work @default.
- W3104258385 sameAs 3104258385 @default.
- W3104258385 citedByCount "2" @default.
- W3104258385 countsByYear W31042583852021 @default.
- W3104258385 countsByYear W31042583852022 @default.
- W3104258385 crossrefType "journal-article" @default.
- W3104258385 hasAuthorship W3104258385A5014047735 @default.
- W3104258385 hasAuthorship W3104258385A5037719051 @default.
- W3104258385 hasAuthorship W3104258385A5065370022 @default.
- W3104258385 hasAuthorship W3104258385A5077586593 @default.
- W3104258385 hasAuthorship W3104258385A5083513907 @default.
- W3104258385 hasBestOaLocation W31042583851 @default.
- W3104258385 hasConcept C108583219 @default.
- W3104258385 hasConcept C111919701 @default.
- W3104258385 hasConcept C11413529 @default.
- W3104258385 hasConcept C14036430 @default.
- W3104258385 hasConcept C153180895 @default.
- W3104258385 hasConcept C154945302 @default.
- W3104258385 hasConcept C2524010 @default.
- W3104258385 hasConcept C2776036281 @default.
- W3104258385 hasConcept C31972630 @default.
- W3104258385 hasConcept C33923547 @default.
- W3104258385 hasConcept C41008148 @default.
- W3104258385 hasConcept C50644808 @default.
- W3104258385 hasConcept C78458016 @default.
- W3104258385 hasConcept C81363708 @default.
- W3104258385 hasConcept C86803240 @default.
- W3104258385 hasConcept C98045186 @default.
- W3104258385 hasConceptScore W3104258385C108583219 @default.
- W3104258385 hasConceptScore W3104258385C111919701 @default.
- W3104258385 hasConceptScore W3104258385C11413529 @default.
- W3104258385 hasConceptScore W3104258385C14036430 @default.
- W3104258385 hasConceptScore W3104258385C153180895 @default.
- W3104258385 hasConceptScore W3104258385C154945302 @default.
- W3104258385 hasConceptScore W3104258385C2524010 @default.
- W3104258385 hasConceptScore W3104258385C2776036281 @default.
- W3104258385 hasConceptScore W3104258385C31972630 @default.
- W3104258385 hasConceptScore W3104258385C33923547 @default.
- W3104258385 hasConceptScore W3104258385C41008148 @default.
- W3104258385 hasConceptScore W3104258385C50644808 @default.
- W3104258385 hasConceptScore W3104258385C78458016 @default.
- W3104258385 hasConceptScore W3104258385C81363708 @default.
- W3104258385 hasConceptScore W3104258385C86803240 @default.
- W3104258385 hasConceptScore W3104258385C98045186 @default.
- W3104258385 hasIssue "S2" @default.
- W3104258385 hasLocation W31042583851 @default.
- W3104258385 hasLocation W31042583852 @default.
- W3104258385 hasLocation W31042583853 @default.
- W3104258385 hasOpenAccess W3104258385 @default.
- W3104258385 hasPrimaryLocation W31042583851 @default.
- W3104258385 hasRelatedWork W2731899572 @default.
- W3104258385 hasRelatedWork W2732542196 @default.
- W3104258385 hasRelatedWork W2738221750 @default.
- W3104258385 hasRelatedWork W3116150086 @default.
- W3104258385 hasRelatedWork W3133861977 @default.
- W3104258385 hasRelatedWork W3156786002 @default.
- W3104258385 hasRelatedWork W4200173597 @default.
- W3104258385 hasRelatedWork W4312417841 @default.
- W3104258385 hasRelatedWork W4321369474 @default.
- W3104258385 hasRelatedWork W564581980 @default.
- W3104258385 hasVolume "25" @default.
- W3104258385 isParatext "false" @default.
- W3104258385 isRetracted "false" @default.
- W3104258385 magId "3104258385" @default.
- W3104258385 workType "article" @default.