A metaheuristic optimization framework inspired by virus mutations and its ability to optimize the structural design of 2D and 3D steel frames compared to other methods by Mehdi Ghasri, Hamid Reza Karimi, Abdolhamid Salarnia

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A New Lightweight Hybrid Model for Pistachio Classification Using Transformers and EfficientNet by Muhammet Cakmak

“…To address these challenges, Temporal Coordinate Attention (TCA) modules have been introduced to optimize efficiency and performance. This study proposes a hybrid architecture combining EfficientNet, Vision Transformer, and Temporal Channel Attention modules that integrates the accuracy of ViTs, the computational efficiency of CNNs, and the enhancement capabilities of TCA modules. …”
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Study on Lightweight Bridge Crack Detection Algorithm Based on YOLO11 by Xuwei Dong, Jiashuo Yuan, Jinpeng Dai

“…This algorithm uses an efficient multiscale conv all (EMSCA) module to enhance channel and spatial attention, thereby strengthening its ability to extract crack features. …”
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Cost-Efficient Automated Intrusion Detection and Reporting System for Homes in Nigeria by Olaitan Afolabi, Osekhonmen Abhulimen, Joanah Amos

“…The system is equally cost-efficient relative to most similar state-of-the art IoT based home security systems considered in this work. …”
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Tracing nitrogen use efficiency of diverse Canadian spring wheat cultivars by Kate A. Congreves, Olivia Otchere, Pierre J. Hucl

“…Decades of wheat breeding have provided growers with numerous high-yielding options, but it is unknown if these yield improvements are likewise characterized with improved nitrogen use efficiency (NUE). Fertilizer nitrogen (N) is an ever-increasing expense, so improving NUE by reducing the requirement for N fertilizer without risking yield and quality is necessary. …”
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Evaluation of the efficiency of social intelligence development training in persons with alcohol dependence by L. A. Tursunkhodzhaeva, L. T. Baymirova

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A Refined and Efficient CNN Algorithm for Remote Sensing Object Detection by Bingqi Liu, Peijun Mo, Shengzhe Wang, Yuyong Cui, Zhongjian Wu

“…To address this, a refined and efficient object-detection algorithm (RE-YOLO) has been proposed in this paper for remote sensing images. …”
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Efficient Brain Tumor Segmentation for MRI Images Using YOLO-BT by Mengying Xiong, Aiping Wu, Yue Yang, Qingqing Fu

“…Aiming at the problems of inaccurate segmentation and low detection efficiency caused by irregular tumor shape and large size differences in brain MRI images, this study proposes a brain tumor segmentation algorithm, YOLO-BT, based on YOLOv11. …”
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PEYOLO a perception efficient network for multiscale surface defects detection by Xun Li, Yuzhen Zhao, Xiangke Jiao, Qingzhe Meng, Zhun Guo, Ruijuan Yao, Yaqiao Yang, Baoxi Yuan

“…First, we introduce the Defect Capture Path Aggregation Network, which enhances the feature fusion network’s ability to learn multi-scale representations. Second, we design a Perception-Efficient Head (PEHead) to effectively mitigate local aliasing issues, thereby reducing the occurrence of missed detections. …”
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Image Quality Predictor with Highly Efficient Fully Convolutional Neural Network by Cao Yu-Dong, Liao Xin-Lin, Liu Hai-Yan

“…A highly efficient deep fully convolutional neural network (DFCN) for image quality assessment (IQA) is designed in this paper. …”
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An Efficient Structure-Preserving Scheme for the Fractional Damped Nonlinear Schrödinger System by Yao Shi, Xiaozhen Liu, Zhenyu Wang

“…This paper introduces a highly accurate and efficient conservative scheme for solving the nonlocal damped Schrödinger system with Riesz fractional derivatives. …”
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PAS: An Efficient Privacy-Preserving Multidimensional Aggregation Scheme for Smart Grid by Hui Zhu, Fen Liu, Rong Yan, Hui Li

“…Detailed security analysis shows the security and privacy-preserving ability of PAS. In addition, performance evaluations via extensive simulations demonstrate that PAS is implemented with great efficiency for smart grid in terms of computation and communication overhead.…”
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Research on Efficiency in Financing of Small and Medium Companies Based on DEA Method by Chao Pang, Yuejun Gai

“…This paper studies the financial data of relevant enterprises by constructing variable index evaluation systems such as anti-risk ability, internal management, financial system, market competitiveness, short-term debt, long-term debt, paid-in capital to property right ratio, comprehensive efficiency, pure technical efficiency, and scale efficiency and takes manufacturing, service, high-tech, and community-based small-sized and medium-sized enterprises as the research points. …”
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Efficient Algorithm for the Nonadditive Traffic Assignment Problem With Link Capacity Constraints by Wangxin Hu, Zhongxiang Huang, Shihao Cao

“…Despite the increasing significance of the CNaTAP, the ability to efficiently solve it for satisfactory accuracy in practical applications remains inadequate. …”
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Evaluation of the efficiency of Russian universities: Do we need to change the paradigm? by E. V. Romanov

“…This leads to a zero rating on one of the indicators of the efficiency of educational activities and creates a false idea of the potential of organisations since the employment rates of graduates in the vast majority of universities in this category are above the threshold values. …”
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Ionic liquid catalysis in synthesizing pyrazoles and triazoles: Advancing efficiency and sustainability by Minakshi Minakshi, Vaishali Vaishali, Nisha Sharma, Rashmi Pundeer

“…The review concludes with an overview of the current state of IL-catalyzed synthesis, demonstrating the benefits of ILs in facilitating efficient, safe, and sustainable chemical transformations.…”
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Phygital-Technologies as a Tool for Developing Efficient Communication with Today’s Customer by A. S. Melekhova

“…A key aspect of marketing strategy today is an ability to attract new generations of customers. The present day generation - digitalnatives (digital aboriginals, generation Z) is becoming a fast growing target group of consumer market and future global online-commerce. …”
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An Efficient Deep Learning Approach for Malaria Parasite Detection in Microscopic Images by Sorio Boit, Rajvardhan Patil

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Impact of indoor environment on learning efficiency in universities during the transitional season by JIANG Jing, NIE Haoqing, YANG Ziyi

“…To investigate the correlation between indoor environment and personnel learning performance, a typical classroom in a university in Xi'an was selected and continuously monitored for parameters such as indoor temperature and humidity, CO2 concentration, sound level and illumination, and 248 students were subjectively surveyed and field tested for learning efficiency using subjective questionnaires and neurobehavioural ability assessment software. …”
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Design and development of an efficient RLNet prediction model for deepfake video detection by Varad Bhandarkawthekar, T. M. Navamani, Rishabh Sharma, K. Shyamala

“…Concurrently, the LSTM network analyzes temporal inconsistencies across video sequences, detecting dynamic irregularities that signify deepfake content.Results and discussionExperimental results demonstrate the effectiveness of the combined ResNet and LSTM approach, showing an accuracy of 95.2% and superior detection capabilities compared to existing methods like EfficientNet and Recurrent Neural Networks (RNN). The framework's ability to handle various deepfake techniques and compression levels highlights its versatility and robustness. …”
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