Two‐stage video anomaly detection based on dual‐stream networks and multi‐instance learning by Dejun Zhang, Wenbo Fang, Yuhang Liu, Zirong Lyu, Chen Xiong, Zhan Wang

“…Abstract To promptly detect abnormal events in surveillance videos, this article designs a video anomaly detection method based on multiple instance learning. Generally, abnormal events occur less frequently compared to normal events. …”
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Moiré-free and high-resolution light field 3D display based on random parallax barrier by Xinxing Xia, Xulong Zhuang, Hanbing He, Xinpeng Wu, Huadong Zheng, Yingjie Yu

“…To address these issues, we propose a novel method to randomize the light-control elements, effectively mitigating moiré without increasing crosstalk. …”
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Exploring the drivers of green supply chain management in the Chinese electronics industry: Evidence from a GDEMATEL–AISM approach by Yi Li, Yongqi Tan, Yang Pu, Yunying Zhu, Haotian Xie

“…Subsequently, we propose a novel method called Gray Decision-Making Trial and Evaluation Laboratory–Adversarial Interpretive Structure Modeling (GDEMATEL–AISM) to analyze the interactions, relationships, and hierarchical structure of these driving factors, visually representing them. …”
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Combined Intrastromal Implantation of a Semipermeable Hydrogel Membrane in Case of Corneal Graft Failure and Multiple Keratoplasty (Clinical Observation) by G. A. Osipyan, V. M. Sheludchenko, N. Y. Youssef, Kh. Khraystin, R. A. Dzhalili, E. I. Krasnolutskaya

“…Introduction: penetrating keratoplasty (PK) is an effective method for the surgical treatment of corneal failure and its layers and low visual acuity. …”
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A Novel 3D Approach with a CNN and Swin Transformer for Decoding EEG-Based Motor Imagery Classification by Xin Deng, Huaxiang Huo, Lijiao Ai, Daijiang Xu, Chenhui Li

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Long-term results of treatment of amblyopia in children with impaired fixation mechanism using biofeedback by E. P. Tarutta, R. R. Stalmakhova, S. V. Milash, A. V. Apaev

“…Purpose: to evaluate the long-term results (1 year) of a new method of treating amblyopia in children with unstable central and eccentric fixation using microperimetric biofeedback, as well as to develop a protocol for patients monitoring after treatment and clear criteria for prescribing repeated courses of treatment using microperimetric biofeedback.Material and methods. …”
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IDENTIFICATION OF ELEMENTAL AND ISOTOPIC ZONING AND SECTORIALITY OF LARGE CRYSTALS OF MINERALS USING NEUTRON RADIOGRAPHY by V.I. Popova

“…The examples of study of minerals using neutron radiography are described. The visually homogeneous crystals of minerals reveal zoning and sectoriality of chemical elements and isotopes. …”
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Ultrasonic wave field image augmentation in PZT sensors using generative machine learning and Coulomb coupling by Banerjee Pragyan, Ojha Shivam, Kalimullah Nur M. M., Shelke Amit, Habib Anowarul

“…This paper presents an approach to overcome the time-intensive nature of the Coulomb coupling imaging method by employing Generative Adversarial Networks (GANs) for data augmentation. …”
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Selection of Interspecific Peanut Arachis hypogaea L. Genotypes for Thrips Resistance Using Multivariate Analysis by Melina Zacarelli Pirotta, Marcos Doniseti Michelotto, Ignácio José de Godoy, Claudenir Facincani Franco, Jardel da Silva Souza, Sandra Helena Unêda-Trevisoli

“…The multivariate techniques applied are PCA and hierarchical cluster analysis using Euclidean distance and Ward’s method, and the nonhierarchical K-means method. PCA identifies two principal components explaining 78.39% of the variance, focusing on pod and grain yield, number of pods and grains, number of thrips, and visual symptom scores. …”
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Online Learning of Stabilizing Controllers Using Noisy Input-Output Data and Prior Knowledge by Nariman Niknejad, Farnaz Adib Yaghmaie, Hamidreza Modares

“…To mitigate this, the proposed method integrates uncertain prior knowledge, derived from system physics, with limited available data. …”
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Coral Reef Health Index On Sangiang Island by Rahma Aprilian, Dietriech Geoffrey Bengen, Erlania Erlania, Ofri Johan, Idris Idris

“…Data collection of benthic components uses the Underwater Photo Transect (UPT) method and data collection of fish components uses the Underwater Visual Census (UVC) method. …”
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Precipitation Retrieval from FY-3G/MWRI-RM Based on SMOTE-LGBM by Yanfang Lv, Lanjie Zhang, Wen Fan, Yibo Zhang

“…Using the FY-3G/MWRI-RM observations, this paper proposes a precipitation retrieval method that combines the Synthetic Minority Over-sampling Technique with Light Gradient Boosting Machine (SMOTE-LGBM) and analyzes the impact of MWRI-RM channel settings on precipitation retrieval. …”
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Green functionalization of silver nanoparticles using leaf extract of Cymbopogon citratus and assessment of their biological activities by Tijo Cherian, Khursheed Ali, Javed Musarrat

“…In present study, silver nanoparticles (AgNPs) were produced by employing a “green” biosynthetic method using leaf extract of Cymbopogon citratus (CCLE). …”
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Targeted Magnetic Nanoparticles for Beta-Amyloid Detection by Nelly S. Chmelyuk, Aleksey A. Nikitin, Veronika V. Vadekhina, Vladimir A. Mitkevich, Maxim A. Abakumov

“…However, it is known that magnetic nanoparticles (MNPs) can improve the T2 contrast in MR images of various targets. <b>Methods</b>: We used cubic MNPs, which were produced by thermal decomposition and then it was covalently bonded to a modified fluorescently labeled tetrapeptide, HAEE-Cy5, for visualizing beta-amyloid plaques. …”
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The Impact of a Deep Learning Self-Adaptive Colour Restoration Pipeline for Deep Underwater Images in 3D Reconstruction by M. Vlachos, D. Skarlatos, S. Demesticha

“…This study aims to evaluate the effectiveness of a Feedforward Neural Network-based colour correction method designed to enhance underwater image quality, thereby improving feature matching and subsequent 3D reconstruction processes. …”
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A Comparative Study of Metalepsis in the Novel and Film "The Book Thief" Based on the Model of Julian Hanebeck by Fatemeh Ahmadi, payam Zinalabedini

“…The research method is qualitative with a narrative research approach. …”
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Underwater Image Enhancement Using a Diffusion Model with Adversarial Learning by Xueyan Ding, Xiyu Chen, Yixin Sui, Yafei Wang, Jianxin Zhang

“…The results indicate that our method outperforms several mainstream approaches in terms of both visual quality and quantitative metrics, showcasing its effectiveness in enhancing underwater images.…”
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Research on the homeostatic regulation of ecological fish tanks in human environment by Li Leijing, Li Fei, Li Ye, He Xingxin, Shen Han, Chen Fei, Wang Yongtao

“…In order to investigate the ecological homeostatic regulation of fish tanks under the combination of traditional fish culture and modern filtration systems, this study took a 35cm indoor ecological tank as the research object, conducted a 60-day comparative experiment (the first 30 days of traditional fish culture, and the second 30 days of the introduction of physical-biological filtration), and used the visual indicators such as water sensory, biological survival, and feeding efficiency of the grass carp as the evaluation criteria, and obtained the following conclusions: (1) The traditional method of fish culture is prone to water quality fluctuations in the early stage, and has high requirements for the density of organisms in the tank. (2) The use of filtration system is beneficial to stabilize the water quality and transparency, and enhance the feeding efficiency of the fish, but in the early stage of use, there will be the problem of releasing sedimentary material from the substrate disturbance. (3) The indoor eco-tank needs to balance the natural ecology and artificial regulation. …”
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Shape Penalized Decision Forests for Imbalanced Data Classification by Rahul Goswami, Aindrila Garai, Payel Sadhukhan, Palash Ghosh, Tanujit Chakraborty

“…The proposed approach enhances predictive performance and generalization by leveraging ensemble learning strategies such as bagging and adaptive boosting. We evaluate the method on twenty benchmark tabular imbalanced datasets, spanning diverse sample sizes and imbalance ratios, and demonstrate its superiority over several state-of-the-art data-level and algorithmic-level methods. …”
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Fusing feature consistency across views for multi-view stereo by Rong Zhao, Caiqin Jia, Xindong Guo, Xiaowen Yang, Huiyan Han, Xie Han

“…Compared to other state-of-the-art methods, our method also shows better generalization ability on the ETH3D dataset.…”
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