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RISAdversarial Domain Adaptation for Improved Part-to-Part Generalization of Deep Learning Segmentation Models in Aerosol Jet Printing
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Abstract. The segmentation performance of deep learning (DL) models is highly dependent on the statistical/probabilistic distribution and characteristics of the data used during their training process. Unfortunately, the ...
Three-Dimensional X-Ray Computed Tomography Image Segmentation and Point Cloud Reconstruction for Internal Defect Identification in Laser Powder Bed Fused Parts
Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: Defects shape, volume, and orientation all have a direct impact on the mechanical properties of Laser Powder Bed Fused (L-PBF-ed) parts. Therefore, it is necessary to evaluate and analyze the three-dimensional (3D) geometrical ...