Transformer-Based Dual-Domain Network for Few-View Dedicated Cardiac SPECT Image Reconstructions
Xie H, Zhou B, Chen X, Guo X, Thorn S, Liu Y, Wang G, Sinusas A, Liu C. Transformer-Based Dual-Domain Network for Few-View Dedicated Cardiac SPECT Image Reconstructions. Lecture Notes In Computer Science 2023, 14229: 163-172. DOI: 10.1007/978-3-031-43999-5_16.Peer-Reviewed Original ResearchDual-domain networkSPECT image reconstructionImage reconstructionDeep learning methodsPrevious baseline methodsCardiac SPECT imagesHigh-quality imagesReconstruction networkIterative reconstruction processView reconstructionBaseline methodsReconstruction outputLearning methodsClinical softwareReconstruction processImaging problemsProjection dataImage qualityNetworkImagesStationary dataSPECT scannerDiagnosis of CVDLimited amountSoftwareDSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction
Zhou B, Dey N, Schlemper J, Salehi S, Liu C, Duncan J, Sofka M. DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction. 2023, 00: 4955-4964. DOI: 10.1109/wacv56688.2023.00494.Peer-Reviewed Original ResearchReconstruction networkSelf-supervised learning strategyHigh-fidelity reconstructionConvolutional architectureMRI reconstructionTraining dataFull supervisionInformation sharingTime costMulti-contrast MRINetworkLearning strategiesMultiple acquisitionsArchitectureSharingFine anatomical detailsRedundancyCostMultiple contrastsMRI sequencesReconstructionComplementary imaging modalities