Enhanced Multilinear PCA for Efficient Image Analysis and Dimensionality Reduction: Unlocking the Potential of Complex Image Data by Tianyu Sun, Lang He, Xi Fang, Liang Xie

“…This paper presents an Enhanced Multilinear Principal Component Analysis (EMPCA) algorithm, an improved variant of the traditional Multilinear Principal Component Analysis (MPCA) tailored for efficient dimensionality reduction in high-dimensional data, particularly in image analysis tasks. …”
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Complex Emotion Estimation Using Analysis-by-Synthesis of Facial Expression Images by Win Shwe Sin Khine, Prarinya Siritanawan, Kazunori Kotani

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Deep Learning-Based Layout Analysis Method for Complex Layout Image Elements by Yunfei Zhong, Yumei Pu, Xiaoxuan Li, Wenxuan Zhou, Hongjian He, Yuyang Chen, Lang Zhong, Danfei Liu

“…To address this problem, this paper proposes a method for analyzing the layout of complex layout image elements based on the improved DeepLabv3++ model. …”
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Methods for Complexing Images Formed by Multi-Band Synthetic Aperture Radars by A. A. Potapov, V. A. Kuznetsov, E. A. Alikulov

Subjects: “…systems analysis…”
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Deep learning-driven automated mitochondrial segmentation for analysis of complex transmission electron microscopy images by Chan Jang, Hojun Lee, Jaejun Yoo, Haejin Yoon

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Computing Hypercrossed Complex Pairings in Digital Images by Simge Öztunç, Ali Mutlu, Necdet Bildik

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Natural Language Processing and Complex Network based Tourism Social Big Data Analysis by Yin Lijie

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Dude, everyone wants pattern analysis tools (DEWPAT): Tools for measuring visual pattern complexity from digital images by Jillian A. Sanderson, Tristan Aumentado‐Armstrong, Charles‐Olivier Dufresne‐Camaro, D. Luke Mahler

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DEFINITION AND ANALYSIS OF MOTION ACTIVITY AFTER-STROKE PATIENT FROM THE VIDEO STREAM by M. Yu. Katayev, N. G. Katayeva, S. G. Katayev, M. O. Abramov, V. A. Chistyakova

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Multifunctional Thermal Imaging Complex for Medical Diagnostics by N. N. Potrakhov, S. A. Rostachev, E. E. Ladozhskaya-Gapeenko, K. K. Guk

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PROPERTIES OF NETWORKS BUILT ON DIGITAL IMAGES by Oleh Kushnir, Oleksiy Kravchuk, Volodymyr Franiv

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New Technologies and Specialist Competencies in the Complex Study of Digital Images of a Person’s Appearance by V. A. Gazizov, I. N. Podvolotskiy

“…They have also studied the particularities of specialists’ interaction in the field of digital image analysis. The need to supplement the methodology with biometric and intelligent technologies is specifically noted. …”
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Hybrid method for automatic initialization and segmentation of ventricular on large-scale cardiovascular magnetic resonance images by Ning Pan, Zhi Li, Cailu Xu, Junfeng Gao, Huaifei Hu

Subjects: “…Cardiac image analysis…”
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Implementation of Eye-Tracking Technology in the Domestic Tourism Marketing Complex by Olena Sushchenko, Kateryna Kasenkova, Nataliia Pohuda, Mariana Petrova

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Complex interplay between gene deletions and the environment uncovers cellular roles for genes of unknown function in Escherichia coli by Kaat Sondervorst, Kristina Nesporova, Matthew Herdman, Bart Steemans, Joëlle Rosseels, Sander K. Govers

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Recurrence Metrics for Assessing Eye Movements in Perceptual Experiments by Susan Farnand, Preethi Vaidyanathan, Jeff B. Pelz

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Despeckle Filtering for Multiscale Amplitude-Modulation Frequency-Modulation (AM-FM) Texture Analysis of Ultrasound Images of the Intima-Media Complex by C. P. Loizou, V. Murray, M. S. Pattichis, M. Pantziaris, A. N. Nicolaides, C. S. Pattichis

“…Clearly though texture analysis of ultrasound images can be greatly affected by speckle noise, our goal here is to develop effective despeckle noise methods that can recover image texture associated with increased rates of atherosclerosis disease. …”
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Radar Scattering Analysis of Multi-Scale Complex Targets by Fast VSBR-MoM Method in Urban Scenes by Zhou Cong, Jihong Gu, Ying Zhang, Jie Yang, Dazhi Ding

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Age and gender-related changes in choroidal thickness: Insights from deep learning analysis of swept-source OCT images by Dan Song, Guanzheng Wang, Guangfeng Liu, Chengxia Zhang, Bin Lv, Yuan Ni, Guotong Xie

“…Objective: This study aims to investigate age- and gender-related changes in CT and its components through deep learning analysis of swept-source optical coherence tomography (SS-OCT) images. …”
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Characterization of the Pore Network of a Cohesive Oxisol Through Morphological and Pore Complexity Analyses by Jocenei A. T. de Oliveira, Thaís N. Pessoa, José V. Gaspareto, Adolfo N. D. Posadas, André L. F. Lourenço, Paulo L. Libardi, Luiz F. Pires

“…Our study aimed to provide a detailed analysis of the pore complexity of the cohesive horizon of a Brazilian Oxisol using 3D images (volumetric data reconstructed by 2D CT slices) and to correlate these parameters with soil physical–hydric attributes. …”
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