http://rdf.ncbi.nlm.nih.gov/pubchem/patent/US-10692251-B2

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assignee http://rdf.ncbi.nlm.nih.gov/pubchem/patentassignee/MD5_8d0f10d81a44adb3a0f44ef3742d65ae
http://rdf.ncbi.nlm.nih.gov/pubchem/patentassignee/MD5_126ee3230b4b5418ebce8364ea676b89
classificationCPCAdditional http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G06T2211-424
http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G06T2210-41
classificationCPCInventive http://rdf.ncbi.nlm.nih.gov/pubchem/patentcpc/G06T11-006
classificationIPCInventive http://rdf.ncbi.nlm.nih.gov/pubchem/patentipc/G06T11-00
filingDate 2017-01-13-04:00^^<http://www.w3.org/2001/XMLSchema#date>
grantDate 2020-06-23-04:00^^<http://www.w3.org/2001/XMLSchema#date>
inventor http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_fe789b7b89b8e783a139c582338fbd76
http://rdf.ncbi.nlm.nih.gov/pubchem/patentinventor/MD5_63721c6f0b9bd7d4b4c6564e7a63a126
publicationDate 2020-06-23-04:00^^<http://www.w3.org/2001/XMLSchema#date>
publicationNumber US-10692251-B2
titleOfInvention Efficient variance-reduced method and apparatus for model-based iterative CT image reconstruction
abstract A method and apparatus is provided to reconstruct a computed tomography image using iterative reconstruction combined with variance-reduced acceleration techniques. The acceleration techniques including: ordered subsets, separable quadratic surrogates, and Nesterov's acceleration. Ordered subset iteration is used, but instead of calculating a gradient of the objective function for only one subset per iteration, a full gradient of the total objective function is used. This decreases the variance and mitigates limit cycles. A correction term is calculated as the difference between the subset gradient and the full gradient, and this correction term is used when performing the update of the reconstructed image. The ordered subset can be combined with Nesterov's acceleration. To improve computational efficiency, the full gradient can be calculated once every T iterations, with negligible degradation to the convergence rate.
priorityDate 2017-01-13-04:00^^<http://www.w3.org/2001/XMLSchema#date>
type http://data.epo.org/linked-data/def/patent/Publication

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Total number of triples: 23.