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| http://dx.doi.org/10.1136/bmj.1.2477.1465 | DOI Listing |
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Versatile waste sorting in small batch and flexible manufacturing industries using deep learning techniques.
Sci Rep
January 2025
School of Electrical Engineering, University of Belgrade, Bulevar Kralja Aleksandra 73, Belgrade, Serbia.
The expansion of LEAN and small batch manufacturing demands flexible automated workstations capable of switching between sorting various wastes over time. To address this challenge, our study is focused on assessing the ability of the Segment Anything Model (SAM) family of deep learning architectures to separate highly variable objects during robotic waste sorting. The proposed two-step procedure for generic versatile visual waste sorting is based on the SAM architectures (original SAM, FastSAM, MobileSAMv2, and EfficientSAM) for waste object extraction from raw images, and the use of classification architecture (MobileNetV2, VGG19, Dense-Net, Squeeze-Net, ResNet, and Inception-v3) for accurate waste sorting.
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Departmnet of Emergency Medicine, Albany Medical College, United States of America. Electronic address:
The opioid epidemic remains a major public health issue in the U.S., with over 100,000 overdose deaths in 2022, many linked to synthetic opioids.
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Eur J Obstet Gynecol Reprod Biol
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Birmingham Women's and Children's NHS Foundation Trust, Birmingham B15 2TG, UK; Department of Obstetrics and Gynecology, Semmelweis University, Faculty of Medicine, Budapest, Baross u 27, 1088, Hungary.
The immunopathogenesis of a cytokine storm: The key mechanisms underlying severe COVID-19.
Cytokine Growth Factor Rev
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Faculty of Pharmacy, University of Ljubljana, Slovenia. Electronic address:
A cytokine storm is marked by excessive pro-inflammatory cytokine release, and has emerged as a key factor in severe COVID-19 cases - making it a critical therapeutic target. However, its pathophysiology was poorly understood, which hindered effective treatment. SARS-CoV-2 initially disrupts angiotensin signalling, promoting inflammation through ACE-2 downregulation.
View Article and Find Full Text PDF3D evaluation of changes in mandibular condyle morphology following orthognathic surgery in patients with maxillomandibular asymmetry: A retrospective study.
J Craniomaxillofac Surg
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Ankara University, Faculty of Dentistry, Department of Dentomaxillofacial Radiology, Ankara, Turkey.
Symmetry is integral for the balance and function of the craniofacial complex and making precise diagnosis of asymmetric craniofacial structures is crucial for treatment planning. This study focuses on maxillomandibular asymmetry, examining its impact on condylar resorption and trabecular bone morphology changes following orthognathic surgery. Cone-beam computed tomography (CBCT) scans of patients with and without asymmetry were analyzed pre- and post-surgery.
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