Deep learning-based approach for extracting inflorescence morphology features in cut chrysanthemum by Shanpeng Xu, Jingshan Lu, Yin Wu, Huahao Liu, Fadi Chen, Fei Zhang, Sumei Chen, Weimin Fang, Zhiyong Guan

“…Traditional manual or rule-based image processing methods are inefficient and struggle with complex floral structures. …”
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Analysis of the state of vegetation cover using remote sensing data by Shamsiev Z. Z., Sulyukova L. F., Shamsiev R. Z.

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Classification of Alzheimer's disease using unsupervised diffusion component analysis by Dominique Duncan, Thomas Strohmer

“…The goal of this study is automated discrimination between early stage Alzheimer$'$s disease (AD) magnetic resonance imaging (MRI) and healthy MRI data. Unsupervised Diffusion Component Analysis, a novel approach based on the diffusion mapping framework, reduces data dimensionality and provides pattern recognition that can be used to distinguish AD brains from healthy brains. …”
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Radiometric landscape: a new conceptual framework and operational approach for landscape characterisation and mapping by Louise Lemettais, Samuel Alleaume, Sandra Luque, Anne-Élisabeth Laques, Yonas Alim, Laurent Demagistri, Agnès Bégué

“…The RS-ELVs are then processed according to geographic object-based image analysis (GEOBIA) approach to produce a radiometric landscape map. …”
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MQGA: A quantitative analysis of brain network hubs using multi-graph theoretical indices by Hongzhou Wu, Zhenzhen Yang, Qingquan Cao, Pan Wang, Bharat B. Biswal, Benjamin Klugah-Brown

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Perceptual fluency and eye movements when viewing urban and natural scenes by Marek Franěk, Jan Petružálek

“…The self-reported perceptual fluency and fractal complexity of the presented images were measured. Analysis of eye movements revealed significantly less eye movement activity (a reduced number of fixations that are longer) when viewing natural images than urban ones, consistent with previous findings. …”
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Curved Fabry-Pérot Ultrasound Detectors: Optical and Mechanical Analysis by Barbara Rossi, Maria Alessandra Cutolo, Martino Giaquinto, Andrea Cusano, Giovanni Breglio

“…Optical fiber-based acoustic detectors for ultrasound imaging in medical field feature plano-concave Fabry–Perot cavities integrated on fiber tips, realized via dip-coating. …”
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Exploring Applications of Convolutional Neural Networks in Analyzing Multispectral Satellite Imagery: A Systematic Review by Antonia Ivanda, Ljiljana Šerić, Maja Braović

“…For 4D-CNN, there are limited number of studies, and all of them use segmentation; (3) This study shows that 2D-CNNs prevail in all application domains, but 3D-CNNs prove to be better for spatio-temporal pattern recognition, more specifically in agricultural and environmental monitoring applications. 1D-CNNs are less common compared to 2D-CNNs and 3D-CNNs, but they show good performance in spectral analysis tasks. 4D-CNNs are more complex and still underutilized, but they have potential for complex data analysis. …”
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Topological Data Analysis and Graph-Based Learning for Multimodal Recommendation by Khalil Bachiri, Ali Yahyaouy, Maria Malek, Nicoleta Rogovschi

“…Multimodal recommendation systems are becoming increasingly vital for delivering personalized content by utilizing various data sources, including text, images, and user interaction histories. However, current multimodal methods face challenges such as modality heterogeneity, data sparsity, and feature redundancy, which can result in less effective performance when dealing with complex, high-dimensional datasets. …”
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A Review and Meta‐Analysis of Biomarkers in Early‐Stage Osteoarthritis by Austin Lawrence, Joseph Boesel, Rogelio Martinez Aguilar, Drew Gryczewski, Ahmed Suparno Bahar Moni

“…ABSTRACT Osteoarthritis (OA) is a common musculoskeletal disorder impacting millions in the United States, presenting with joint pain, stiffness, and reduced mobility. Its complex origins and lack of clear early‐stage symptoms make early detection challenging. …”
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Deep learning based quantitative cervical vertebral maturation analysis by Fulin Jiang, Abbas Ahmed Abdulqader, Yan Yan, Fangyuan Cheng, Tao Xiang, Jinghong Yu, Juan Li, Yong Qiu, Xin Chen

“…Existing methods are often subjective and time-consuming, while deep learning alternatives withstand the complex anatomical variations. Therefore, we designed an advanced two-stage convolutional neural network customized for improved accuracy in cervical vertebrae analysis. …”
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COMPARATIVE ANALYSIS OF FOREIGN EXPERIENCE IN TRAINING OF SOCIAL WORK SPECIALISTS by Hanna Yu. Voshkolup, Natalya O. Shura

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Reviewing the current diagnostic and treatment approaches for myocarditis – analysis of literature by Damian Zys, Maciej Wojszczyk, Julia Ryniecka, Witold Czyż, Julia Kacperczyk, Marta Chuncia-Ileczko, Michalina Wójcikiewicz, Filip Arczewski, Karol Dziedzic, Julia Kulbacka

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Role of Magnetic Resonance Imaging in evaluating T2-weighted hyperintensities in spinal cord in a tertiary care hospital in central India [version 3; peer review: 2 approved] by Rishabh Dhabalia, Shivali Kashikar

“…Background Hyperintensities on T2-weighted images in the spinal cord are a complex and diagnostically challenging entity that can present with diverse clinical features. …”
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Research on the Movement Patterns of Bed-load Streaky Structure Transport and the Mechanism of Fluid-solid Coupling by YAO Jiateng, XIE Xiaoxi, WANG Hao, ZHAO Lin, XIE Haonan, ZHEN Rongtian

“…These experiments aimed to unravel the complexities of sediment transport, bed surface morphology and bursting events. …”
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A Colorimetric/Ratiometric Fluorescent Probe Based on Aggregation-Induced Emission Effect for Detecting Hypochlorous Acid in Real Samples and Bioimaging Applications by Junliang Chen, Pingping Xiong, Huawei Niu, Weiwei Cao, Wenfen Zhang, Shusheng Zhang

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Map geographic information road extraction method based on generative adversarial network and U-Net by Guangchun Liu, Huan He, Yun Gao, Guangbao Zhang, Tianyu Cao

“…However, due to the complexity and variability of remote sensing images, effectively extracting road information from multi-scale geographic images remains a technical challenge. …”
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Mechanisms of Crack Evolution in Clay Materials Under Varying Boundary Conditions by Guoliang Xie, Junjian Cui, Jie Jiang, Mingxiang Guo, Yanbin Song, Yong Liu

“…A quantitative analysis based on the use of digital image processing technology indicates that the boundary geometry has a significant controlling effect on the crack propagation path. …”
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Prebiopsy Magnetic Resonance Imaging Followed by Combination Biopsy for Prostate Cancer Diagnosis Is Associated with a Lower Risk of Biochemical Failure After Treatment Compared to... by Shima Tayebi, Samuel Tremblay, Jason Koehler, Alon Lazarovich, Fernando Blank, Wei-Wen Hsu, Sadhna Verma, Abhinav Sidana

“…<b>Background:</b> Prostate cancer (PCa) diagnosis remains a complex field of study. Multiparametric magnetic resonance imaging (mpMRI) technology presents opportunities to enhance diagnostic precision. …”
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基于数字图像比色法的食用油酸价检测研究Determination of acid value of edible oil by digital image colorimetry-based method by 李跃凡1，马改琴1，王媛媛1，张帆2，于修烛1LI Yuefan1, MA Gaiqin1, WANG Yuanyuan1, ZHANG Fan2, YU Xiuzhu1

“…The relative standard deviation of the digital image colorimetry-based method in the precision analysis was 4.14%, which was slightly smaller than that of the national standard method (4.16%). …”
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