Swin-UNETR: A transformer-based model for 3D pore network segmentation in low-permeability sedimentary rocks
Mengdi Sun, Qamar Yasin, Eshimiakhe Daniel, Ghulam Mohyuddin Sohail, Atif Ismail, Bo Liu, David A. Wood
Topics & Concepts
GeologyArtificial intelligenceSegmentationDeep learningLithologyOil shalePorosityReservoir modelingWorkflowPetrophysicsPetrologyPattern recognition (psychology)Hydraulic fracturingHydrocarbon explorationContext (archaeology)TomographyMineralogySedimentary rockComputer scienceAutoencoderFractalDigital imageImage segmentationNetwork modelCoalPorosimetryRGB color modelConvolutional neural networkMacroporeRemote sensingCoalbed methaneCoal miningEnhanced Oil Recovery TechniquesHydrocarbon exploration and reservoir analysisCoal Properties and Utilization