Dynamic margin contrastive learning for open-set recognition in long-tailed sonar imagery by Yu Lin, Shuiyuan He, Weidong Luo

“…Abstract Long-tail distribution and open-set recognition remain significant challenges in sonar image classification. This study introduces Dynamic Margin Contrastive Learning (DMCL), a novel framework that simultaneously addresses both issues through adaptive margin adjustment and uncertainty-aware feature learning. …”
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An effective approach for real-time drowsy driving prediction using quantized fisher-Gabor features and latent-dynamic conditional random fields by Samy Bakheet, Ayoub Al-Hamadi, Abed Alanazi

“…The normalized FGDs are ultimately fed to a Latent Dynamic Conditional Random Field (LDCRF) classification model to predict whether the driver is drowsy/fatigued and a warning signal is thus issued (if required). …”
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DLPLSR: Dual Label Propagation-Driven Least Squares Regression with Feature Selection for Semi-Supervised Learning by Shuanghao Zhang, Zhengtong Yang, Zhaoyin Shi

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PolSAR-SFCGN: An End-to-End PolSAR Superpixel Fully Convolutional Generation Network by Mengxuan Zhang, Jingyuan Shi, Long Liu, Wenbo Zhang, Jie Feng, Jin Zhu, Boce Chu

“…Polarimetric Synthetic Aperture Radar (PolSAR) image classification is one of the most important applications in remote sensing. …”
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Enhancing tool condition monitoring in friction stir welding with probabilistic neural network algorithm by Balachandar Krishnamurthy, Jegadeeshwaran Rakkiyannan

“…This versatile method is widely applicable across numerous industries, including marine and auto-motive sectors.MethodReal-time tool condition monitoring is essential for businesses to identify and address issues before they escalate into costly failures or product defects. …”
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Unsupervised and Semisupervised Machine Learning Frameworks for Multiclass Tool Wear Recognition by Maryam Assafo, Peter Langendoerfer

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Decoding legal processes: AI-driven system to streamline processing of the criminal records in Moroccan courts by Taoufiq El Moussaoui, Chakir Loqman, Jaouad Boumhidi

“…Furthermore, the creation of these Arabic legal corpora provides valuable resources for enhancing legal document classification and domain-specific NER models in Arabic.…”
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Integrating vision transformer-based deep learning model with kernel extreme learning machine for non-invasive diagnosis of neonatal jaundice using biomedical images by M. Eliazer, Sibi Amaran, K. Sreekumar, A. Vikram, Gyanendra Prasad Joshi, Woong Cho

“…The inability to perceive issues early is sufficient for quick treatment, and the resemblance of indications might lead to misdiagnosis. …”
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Temporal Convolutional Network Approach to Secure Open Charge Point Protocol (OCPP) in Electric Vehicle Charging by Ikram Benfarhat, Vik Tor Goh, Chun Lim Siow, Muhammad Sheraz, Teong Chee Chuah

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Respiratory and Rehabilitation Expert Consensus on Full-cycle Rehabilitation Assessment and Treatment for Elderly Patients with Chronic Obstructive Pulmonary Disease by CHEN Xin, JIA Jie, DING Yipeng, YE Xujun, DONG Anqin, HE Jing, LIAO Weijing, ZHENG Jieqiao, YU Binbin, CHEN Zuobing, FANG Yuan, YAO Liqing, ZHU Yiping, FU Jianghong, WANG Siyuan, ZHANG Yangxian

“…This consensus identifies common functional impairments in elderly COPD patients, including respiratory dysfunction, exercise tolerance impairment, psychological issues, swallowing dysfunction and cognitive impairment. …”
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The review (typology) of small and medium-sized business in Russia and abroad by K. V. Glukhov, D. A. Smolina

“…In order to resolve controversial issues of classification, some assumptions and possible ways to solve are put forward in the article on the basis of the conducted research that can eliminate gaps in legislation. …”
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Early PCOS Detection: A Comparative Analysis of Traditional and Ensemble Machine Learning Models With Advanced Feature Selection by Khandaker Mohammad Mohi Uddin, Md. Tofael Ahmed Bhuiyan, Md. Mahbubur Rahman, Md. Manowarul Islam, Md Ashraf Uddin

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China’s cross-border maritime data flow governance: progress, challenges, and prospects by Minna Yu, Liu Wang, Liu Wang

“…It identifies two critical challenges: the conflict between promoting cross-border maritime data transfer and safeguarding national security interests, and the shortcomings in the maritime data classification and grading system. Finally, this paper proposes a multi-faceted approach to address these issues, emphasizing technological innovation, fostering international cooperation to establish unified technical standards, and advancing the legalization of the “national security” concept. …”
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Blood cancer prediction model based on deep learning technique by Amr I. Shehta, Mona Nasr, Alaa El Din M. El Ghazali

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Advanced Identification of Prosodic Boundaries, Speakers, and Accents Through Multi-Task Audio Pre-Processing and Speech Language Models by Francisco Javier Lima Florido, Gloria Corpas Pastor

“…Speaker diarisation, background noise detection, prosodic boundary detection and accent classification are some of the pre-processing tasks required in these cases. …”
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Design of an Early Prediction Model for Parkinson’s Disease Using Machine Learning by K. Velu, N. Jaisankar

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Directions of the industrial enterprise management system digitalization based on the artificial intelligence technologies introduction in the context of achieving its sustainable... by Kiseleva, Oksana N., Rodionov, Alexander S.

“…The development of classification features of artificial intelligence is proposed depending on the functions performed and the corresponding participation in the processes of development and implementation of management decisions, which will contribute to improving the efficiency of the industrial enterprises’ management system and “accelerating” their ESG transformation.…”
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Real-time detection of turmeric adulteration with metanil yellow using a miniaturized NIR sensor and AI techniques by Dimitra Xenitopoulou, Nikolaos L. Tsakiridis, Achilleas Panagiotis Zalidis, George C. Zalidis

“…Its medicinal properties in addressing various health issues have sparked a surge in global demand, raising concerns about the spice industry’s integrity. …”
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Optimizing Remote Sensing Image Retrieval Through a Hybrid Methodology by Sujata Alegavi, Raghvendra Sedamkar

“…The hybrid retrieval system exhibits substantial improvements in classification accuracy, similarity measurement, and computational efficiency compared to state-of-the-art scene classification and retrieval methods.…”
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Global variation in antibiotic prescribing guidelines and the implications for decreasing AMR in the future by Emmama Jamil, Emmama Jamil, Zikria Saleem, Brian Godman, Brian Godman, Brian Godman, Matti Ullah, Afreenish Amir, Abdul Haseeb, Johanna C. Meyer, Johanna C. Meyer, Muhammad Usman Qamar, Safa S. Almarzoky Abuhussain

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