GT-SRR: A Structured Method for Social Relation Recognition with GGNN-Based Transformer by Dejiao Huang, Menglei Xia, Ruyi Chang, Xiaohan Kong, Shuai Guo

“…Social relationship recognition (SRR) holds significant value in fields such as behavior analysis and intelligent social systems. However, existing methods primarily focus on modeling individual visual traits, interaction patterns, and scene-level contextual cues, often failing to capture the complex dependencies among these features and the hierarchical structure of social groups, which are crucial for effective reasoning. …”
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Capturing the songs of mice with an improved detection and classification method for ultrasonic vocalizations (BootSnap). by Reyhaneh Abbasi, Peter Balazs, Maria Adelaide Marconi, Doris Nicolakis, Sarah M Zala, Dustin J Penn

“…We also compared these methods to human visual or 'manual' classification (ground truth) after assessing its reliability. …”
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Machine vision-based testing action recognition method for robotic testing of mobile application by Tao Zhang, Zhengqi Su, Jing Cheng, Feng Xue, Shengyu Liu

“…Combined with the improved YOLOv5 algorithm and the ResNet-152 algorithm, a visual modeling method of mobile application test action based on machine vision is proposed. …”
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An Efficient Analytical Method for Determining the Effects of Silver Nanoparticles on Vibrio parahaemolyticus in Estuarine Water by Xiangyi HOU, Xiaoyang WANG, Yuanyuan ZHANG, Ruohan LIANG, Feng LU, Qianqian YANG, Xiaodan PU, Yan ZHANG, Keming QU, Xuzhi ZHANG

“…In addition, the MIC values obtained by using the EMGA method are often higher than or equal to the results obtained by using the BMD and plate counting methods, due to the higher sensitivity of automated instruments compared to visual observation. …”
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Investigation of Fractional Order Tumor Cell Concentration Equation Using Finite Difference Method by Kalyanrao Takale, Uttam Kharde, Shrikisan Gaikwad

“…To numerically solve the mathematical model, the Crank-Nicolson finite difference method has been developed. This method is selected for its remarkable attributes, including unconditional stability and second-order accuracy in both spatial and temporal dimensions. …”
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STAR-YOLO: A High-Accuracy and Ultra-Lightweight Method for Brain Tumor Detection by Liyan Sun, Linxuan Zheng, Zhiguo Xiao, Yi Xin, Linqing Jiang

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Method to analyse and quantify the propensity of hair dyes to desorb from human hair fibre by Kristina Hetherington, Alenka Tidder, Bethany J. Tack, Meryem Benohoud, Dan Nowlan, Anwar Zahar, Xiaoguang Li, Darcy Prater, Jeanna C. Zguris, Tanu Tokle, Christopher M. Rayner, Richard S. Blackburn

“…Significance and novelty: For the first time, an analytical method is provided that can directly relate dye molecule desorption from hair with visual colour loss quantified by spectrophotometry. …”
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Semi-Analytical Solutions for Time-Fractional Fisher Equations via New Iterative Method by Shivaji Ashok Tarate Tarate, A. P. Bhadane, S.B. Gaikwad, K.A. Kshirsagar

“…It excels at solving difficult mathematical puzzles and offers insightful information about the behaviour of time-fractional Fisher equations. The method, which makes use of Caputo's sense derivatives and Wolfram in Mathematica, is reliable, simple to use, and gives a visual depiction of the solution. …”
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Improved YOLOv8s-based foreign object detection method for mine conveyor belts by LI Runze, GUO Xingge, YANG Fazhan, ZHAO Peipei, XIE Guolong

“…In low-illumination mine environments, conveyor belt foreign object detection algorithms suffer from insufficient extraction of global image features and an excessive number of model parameters. A method for detecting foreign objects on mine conveyor belts based on an improved version of YOLOv8s was proposed. …”
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ZPTM: Zigzag Path Tracking Method for Agricultural Vehicles Using Point Cloud Representation by Shuang Yang, Engen Zhang, Yufei Liu, Juan Du, Xiang Yin

“…In this research, the ZPTM (Zigzag Path Tracking Method) was proposed to reduce the complexity of path planning by using a point cloud consisting of a series of anchor points with spatial information, which are obtained from orthophotos taken by UAVs (Unmanned Aerial Vehicles) to represent the curved path in the zigzag. …”
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A Computer Vision Method for Finding Mislabelled Specimens Within Natural History Collections by Jack D. Hollister, Geoff Martin, Xiaohao Cai, Tammy Horton, Owain Powell, Mark Sterling, Glory Turnbull, Ben W. Price, Phillip B. Fenberg

“…This highlights the need for innovative and non‐destructive methods of taxonomic verification for specimens in large collections. …”
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A Few-Shot Steel Surface Defect Generation Method Based on Diffusion Models by Hongjie Li, Yang Liu, Chuni Liu, Hongxuan Pang, Ke Xu

“…These results demonstrate the effectiveness of the proposed method for industrial defect detection in data-scarce scenarios.…”
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The optimal mix proportion design method of similar transparent materials in soft soil foundation by Peng Xie, Zhaojie Li, Congcong Li, Haijia Wen, Zurun Yue, Haitao Zhu, Zhanfeng Fan, Xipeng Geng, Huchen Duan

“…Abstract Transparent synthetic materials with similar physical and mechanical properties to the natural soft soil are fundamental for studying the failure mechanism of tunnel excavation in a soft soil foundation using a visual model test. Therefore, this paper generated a quantitative method for determining an optimal mix proportion of transparent cemented soil. …”
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Real-time quantitative PCR method for assessing wheat cultivars for resistance to Zymoseptoria tritici by Tika B. Adhikari, Boovaraghan Balaji, Stephen B. Goodwin

“…The real-time PCR method was compared with visual disease assessment for 0 to 27 days after inoculation (DAI).ResultsThe results showed that fungal DNA increased more quickly in two susceptible cultivars than in resistant cultivars with the Stb4 or Stb8 genes for resistance. …”
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Mamba-STFM: A Mamba-Based Spatiotemporal Fusion Method for Remote Sensing Images by Qiyuan Zhang, Xiaodan Zhang, Chen Quan, Tong Zhao, Wei Huo, Yuanchen Huang

“…However, traditional methods are constrained by linear assumptions; generative adversarial networks suffer from mode collapse; convolutional neural networks struggle to capture global context; and Transformers are hard to scale due to quadratic computational complexity and high memory consumption. …”
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EXPERIENCE IN THE DEVELOPMENT AND APPLICATION OF A METHOD FOR INVESTIGATING THE ABILITY OF NEUTROPHILS TO FORM EXTRACELLULAR TRAPS by G. D. Novikov, A. N. Zolotov, A. Yu. Savochkina, A. V. Indutny, O. V. Korpacheva, N. A. Kirichenko

“…However, the lack of standardized methods for assessing NETs makes it difficult to correctly interpret the results. …”
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Development of a Method for the Quantitative Determination of Genisten for the Certification of a Certified Reference Material by A. A. Zhigalina, O. Yu. Strelova, A. N. Grebenyuk

“…The aim of our study was to develop a method for the quantitative determination of genistein for its certification as a CRM.Materials and methods. …”
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Research note: bright-field automated identification method for eggshell moist spots detection by Jiajie Yang, Lin Xuan, Guoxuan Huang, Anning Huang, Qi liu, Guiyun Xu, Jiangxia Zheng

“…Therefore, accurate detection methods aligning with consumer visual perception are crucial for optimizing commercial egg grading. …”
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Experimental and applied research on wellbore water seepage simulation based on hydrophobic depressurization method by Ang LI, Junhao YANG, Wenzhong ZHANG, Yuanmou LI, Zhixuan XUE, Liuyi FAN, Shengqi TIAN

“…Deep vertical shafts often traverse multi-layer aquifers, and the seepage problem of the shaft wall caused by roof pressure water is particularly serious, which not only threatens the mine safety, but also brings challenges to the traditional grouting management methods, such as high cost, difficult construction and repeated seepage problems. …”
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The “Chopsticks” Method: A Technique for Capsular Retraction During Hip Arthroscopy Utilizing Switching Sticks by Alec E. Winzenried MD, Kyle R. Wagner MD, Lucas McLean MD, Andrea M. Spiker MD

“…Discussion: The “chopsticks” method of capsular retraction presents a technically straightforward, economic approach to capsular retraction and allows for better visualization of cam deformities for resection. …”
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