A Novel Hybrid Architecture With Fast Lightweight Encoder and Transformer Under Attention Fusion for the Enhancement of Sand Dust and Haze Image Restoration by Muhammad Khawaja Kashif Masood, Enrique Nava Baro, Pablo Otero

“…The results show that the proposed method outperforms all previous conventional and advanced deep learning methods in terms of visual quality, evaluation metrics, training and testing time, and novel EEI.…”
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Detection of Leakage Areas in an Earth Embankment from GPR Measurements and Permeability Logging by Raphaël Antoine, Cyrille Fauchard, Yannick Fargier, Edouard Durand

“…Ground penetrating radar (GPR) is a nondestructive method allowing the improvement of our knowledge of civil engineering structures. …”
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Application of Enhanced Weighted Least Squares with Dark Background Image Fusion for Inhomogeneity Noise Removal in Brain Tumor Hyperspectral Images by Jiayue Yan, Chenglong Tao, Yuan Wang, Jian Du, Meijie Qi, Zhoufeng Zhang, Bingliang Hu

“…The image processed by this method has almost no residual non-uniform noise, the image is clear, and the best visual effect is achieved. …”
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The Laplacian eigenmaps dimensionality reduction of fMRI data for discovering stimulus-induced changes in the resting-state brain activity by Nikita Pospelov, Alina Tetereva, Olga Martynova, Konstantin Anokhin

“…This study was aimed to develop an unbiased method to detect such changes in the RS activity after exposure to emotionally meaningful stimuli. …”
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Breast cancer pathology image recognition based on convolutional neural network. by Weijian Fang, Shuyu Tang, Dongfang Yan, Xiangguang Dai, Wei Zhang, Jiang Xiong

“…This study presents a convolutional neural network (CNN)-based method for the classification and recognition of breast cancer pathology images. …”
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Effective Multifocus Image Fusion Based on HVS and BP Neural Network by Yong Yang, Wenjuan Zheng, Shuying Huang

“…In this paper, a novel multifocus image fusion method based on human visual system (HVS) and back propagation (BP) neural network is presented. …”
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Enhancing curve smoothness with whale optimization algorithm in positivity and monotonicity-preserving interpolation by Salwa Syazwani Mahzir, Md Yushalify Misro

“…While this free parameter offers flexibility in modifying the shape of the curve, improper selection can lead to visually unpleasing results. By applying an optimization method, this study introduced a more efficient approach to determine the optimal parameter value. …”
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Actual Evapotranspiration in Suli Alpine Meadow in Northeastern Edge of Qinghai-Tibet Plateau, China by Jin-kui Wu, Shi-qiang Zhang, Hao Wu, Shi-wei Liu, Yu Qin, Jia Qin

“…From this point, the evapotranspiration values estimated by the three methods were within a reliable range. The EC method has larger advantage and wider scope for the estimation of evapotranspiration in alpine meadow area.…”
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Onnanoscale phenomena inthe electroacoustic sputtering process by W. H. Al-Tibbi, V. S. Minakov

“…The conclusions obtained in this paper are based on the method of separation of the affecting factor contributions into broadening the diffraction reflection peaks (the Warren-Averbach method).Research Results. …”
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YOLOv8n-Al-Dehazing: A Robust Multi-Functional Operation Terminals Detection for Large Crane in Metallurgical Complex Dust Environment by Yifeng Pan, Yonghong Long, Xin Li, Yejing Cai

“…Compared with the YOLOv8n method, our method approach increases inference speed by 15.54%, achieving 120.4 frames per second, which meets the requirements for real-time detection on site. …”
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Intelligent Control of Smooth Blasting Quality in Rock Tunnels Using BP-ANN, ENN, and ANFIS by Baoping Zou, Jianxiu Wang, Zhanyou Luo, Lisheng Hu

“…The following are the conclusions of this study: (1) This paper presented a method of constructing a tunnel smooth blasting quality control index system and established this system with seven criteria layers, namely, geological conditions, explosive properties, borehole parameters, charge parameters, method of initiation, tunnel parameters, and construction factors, as well as a total of nine indexes. (2) The comprehensive optimization control model of BP-ANN, ANFIS, and ENN for tunnel smooth blasting quality was established. (3) The uniform design method was used to optimize the blasting parameters of the tunnel section, which needs to be controlled, and verify that the construction of these comprehensive optimization control models can change the focus of tunnel smooth blasting quality control from the traditional single index control method into a dynamic, intelligent, pluralistic, and integrated control technology.…”
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The research on recognition of passenger abnormal behavior in urban rail transit stations based on conditional generative adversarial networks by Jing Zuo, Zexin Li, Ming He, Qiaoli Yang

“…With the exponential growth of urban rail transit passenger flow, manual monitoring for passenger abnormal behavior recognition is prone to missed detections and misjudgments due to visual fatigue. Developing rapid and accurate intelligent recognition method for passenger abnormal behavior has therefore become crucial for enhancing operational management and ensuring passenger safety. …”
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A deep reinforcement learning approach for wind speed forecasting by Shahab S. Band, Ting Jia Lin, Sultan Noman Qasem, Rasoul Ameri, Danyal Shahmirzadi, Muhammad Shamrooz Aslam, Hao-Ting Pai, Ely Salwana, Amir Mosavi

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Surgical Treatment of Previously Unclosed Macular Holes by R. R. Faizrakhmanov, E. A. Larina, O. A. Pavlovskii

“…The macular hole is the acquired disease which is a defect of a foveola part of retina on all thickness from an internal limiting membrane to an external segment of a photoreceptor layer. The standard method of treatment is surgery method: a microinvasive vitrectomy with membrane peeling in macular area. …”
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Adaptive Contrast Enhancement for Digital Radiographic Images using Image-to-Image Translation by Popp Ann-Kathrin, Schumacher Mona, Himstedt Marian

“…Digital radiography in medicine is a widely used imaging method for obtaining visual information about the inside of a body. …”
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Kształtowanie Belek Sprężonych przez Wyrównywanie Skrajnych Naprężne by A. Brandt

“…It is not maintained that the method of equalizing the stresses is the only possible for the determation of the shape of prestressed beams. …”
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Video anomaly detection via cross-modal fusion and hyperbolic graph attention mechanism by JIANG Di, LAI Huicheng, WANG Liejun

“…To address the challenges of modality information imbalance, non-uniform audiovisual noise, and modality asynchrony in video anomaly detection, a multimodal video anomaly detection method called CM-HVAD was proposed for accurate anomaly detection. …”
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Locating Anchors in WSN Using a Wearable IMU-Camera by Jwu-Sheng Hu, Yu-Lun Huang, Chin-Yuan Tseng

“…Since the Global Positioning System (GPS) device cannot work properly indoor, some existing localization methods configure anchor nodes in a manual fashion. …”
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Research on the Sparse Representation for Gearbox Compound Fault Features Using Wavelet Bases by Chunyan Luo, Changqing Shen, Wei Fan, Gaigai Cai, Weiguo Huang, Zhongkui Zhu

“…Sparse representation is one of the effective methods for feature extraction from strong background noise. …”
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An Exploratory Study on Workover Scenario Understanding Using Prompt-Enhanced Vision-Language Models by Xingyu Liu, Liming Zhang, Zewen Song, Ruijia Zhang, Jialin Wang, Chenyang Wang, Wenhao Liang

“…Therefore, this study proposes a well repair scene description method based on visual language technology and a cross-modal coupling prompt enhancement mechanism. …”
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