Lightweight Deep Learning Model for Fire Classification in Tunnels by Shakhnoza Muksimova, Sabina Umirzakova, Jushkin Baltayev, Young-Im Cho

“…This paper presents a novel lightweight deep learning (DL) model specifically designed for real-time fire classification in tunnel environments. This model integrates MobileNetV3 for spatial feature extraction, Temporal Convolutional Networks (TCNs) for temporal sequence analysis, and advanced attention mechanisms, including Convolutional Block Attention Modules (CBAMs) and Squeeze-and-Excitation (SE) blocks, to prioritize critical features such as flames and smoke patterns while suppressing irrelevant noise. …”
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State financial assistance: essence, identification criteria, classification by N.G., O.V.

“…The article is devoted to the study of the essence, identification criteria and classification of state financial assistance. It was noted that the variety of forms, types, and directions of provision of grant funds determines the need to clarify the theoretical foundations of providing state financial support to economic entities, which actualizes the topic of scientific research. …”
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Classification of Liver Fibrosis From Heterogeneous Ultrasound Image by Yunsang Joo, Hyun-Cheol Park, O-Joun Lee, Changhan Yoon, Moon Hyung Choi, Chang Choi

“…We especially show that the performance measured in the evaluation data including the internal domain was much higher than the performance measured in the evaluation data consisting of the external domain. We also show that 3-level classification performance is slightly improved over 5-level classification by mitigating class imbalance by integrating similar classes. …”
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Deep learning approach for automated hMPV classification by Sivarama Prasad Tera, Ravikumar Chinthaginjala, Irum Shahzadi, Priya Natha, Safia Obaidur Rab

“…This study proposes a novel deep learning framework, referred to as hMPV-Net, which leverages Convolutional Neural Networks (CNNs) to facilitate the precise detection and classification of hMPV infections. The CNN model is designed to perform binary classification by differentiating between hMPV-positive and hMPV-negative cases. …”
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A Preliminary Classification of the Tryxalinae of the United States and Canada by Samuel H. Scudder

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Classification of the Gall-Wasps and the Parasitic Cynipoids, or the Superfamily Cynipoidea by William H. Ashmead

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Segmentation Techniques Applied to CNNs for Cervical Cancer Classification by Ana Ortiz-Gonzalez, Raquel Martinez-Espana, Juan Morales-Garcia, Baldomero Imbernon, Jose Martinez-Mas, Mauricio A. Alvarez, Oscar David Romero, Juan Pedro Martinez-Cendan, Andres Bueno-Crespo

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Skin type classifications: does the perfect assessment exist? by Shirley P. Parraga, Jessica Q. Duong, Sujeeth Shanmugam, Shannon K. Moran, Sarah L. Taylor, Steven R. Feldman

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STANDARDIZATION AND CLASSIFICATION OF WHEEL-TYPE TRACTORS FAMILY “BELARUS” by V. V. Guskov, V. V. Pavlov, V. V. Pavlova, V. V. Ravino, P. V. Radchenko, A. V. Guskov

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Muskmelon Maturity Stage Classification Model Based on CNN by Huamin Zhao, Defang Xu, Olarewaju Lawal, Shujuan Zhang

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Comprehensive resolution and classification of the Epstein Barr virus transcriptome by Truong D. Nguyen, Jia Wang, Meggie T. Lam, Harris McFerrin, Tina M. O’Grady, Claire Roberts, Nicholas Van Otterloo, Trang T. Nguyen, Melody Baddoo, Dorota Wyczechowska, Maria Morales, Yan Dong, Erik K. Flemington

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Explainable handcrafted features for mitotic event detection and classification by Panason Manorost, Thomas Deckers, Veerle Bloemen, Jean Marie Aerts

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Vision Transformers for Image Classification: A Comparative Survey by Yaoli Wang, Yaojun Deng, Yuanjin Zheng, Pratik Chattopadhyay, Lipo Wang

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General Linear Chirplet Transform and Radar Target Classification by Reza Amiri, Ali Shahzadi

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The Concept of Costs In Management Accounting and the Importance of Cost Classification by Altynbekov M. A., Aitkhozhina A. E., Mikhailina I. N.

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Structure of the formation of a classification description of forest rakes by Platonov Alexey

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Gender Classification Based on Geometry Features of Palm Image by Ming Wu, Yubo Yuan

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Role of EEG as Biomarker in the Early Detection and Classification of Dementia by Noor Kamal Al-Qazzaz, Sawal Hamid Bin MD. Ali, Siti Anom Ahmad, Kalaivani Chellappan, Md. Shabiul Islam, Javier Escudero

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Neural models for detection and classification of brain states and transitions by Arnau Marin-Llobet, Arnau Manasanch, Leonardo Dalla Porta, Melody Torao-Angosto, Maria V. Sanchez-Vives

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Machine Learning Techniques for Classification of Stress Levels in Traffic by Amanda Trojan Fenerich, Egídio José Romanelli, Rodrigo Eduardo Catai, Maria Teresinha Arns Steiner

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