WHY IS DEEP LEARNING CHALLENGING FOR PRINTED CIRCUIT BOARD (PCB) COMPONENT RECOGNITION AND HOW CAN WE ADDRESS IT?

Why Is Deep Learning Challenging for Printed Circuit Board (PCB) Component Recognition and How Can We Address It?

In this paper, we present the need for specialized artificial intelligence (AI) for copyright and defect detection of PCB components.Popular computer vision object detection techniques are not sufficient for such dense, low inter-class/high intra-class variation, and limited-data hardware assurance scenarios in which accuracy is paramount.Hence, Sp

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Single-cell sequencing analysis and multiple machine-learning models revealed the cellular crosstalk of dendritic cells and identified FABP5 and KLRB1 as novel biomarkers for psoriasis

BackgroundPsoriasis is an immune-mediated disorder influenced by environmental factors on a genetic basis.Despite advancements, challenges persist, including the diminishing efficacy of biologics and small-molecule targeted agents, alongside managing recurrence and psoriasis-related comorbidities.Unraveling the underlying pathogenesis and identifyi

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