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

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

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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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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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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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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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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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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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FLIMJ: An open-source ImageJ toolkit for fluorescence lifetime image data analysis. by Dasong Gao, Paul R Barber, Jenu V Chacko, Md Abdul Kader Sagar, Curtis T Rueden, Aivar R Grislis, Mark C Hiner, Kevin W Eliceiri

“…Built on the FLIMLib decay curve fitting library and the ImageJ Ops framework, FLIMJ offers FLIM fitting routines with seamless integration with many other ImageJ components, and the ability to be extended to create complex FLIM analysis workflows. …”
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Natural Language Processing and Complex Network based Tourism Social Big Data Analysis by Yin Lijie

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Wavelet Analysis-Based Texture Analysis of Ceramic Surface Images by Yanbing Liu, Bei Zhou, Xinghua Yang

“…Under different light source intensities, ceramic image samples are collected, and the accuracy detection experiments of sample defective edges are conducted, and the results show that the light source has a small impact on the accuracy of ceramic defective edge detection. …”
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A state-of-the-art review of diffusion model applications for microscopic image and micro-alike image analysis by Yan Liu, Tao Jiang, Rui Li, Lingling Yuan, Marcin Grzegorzek, Chen Li, Xiaoyan Li

“…Recently, diffusion models have gained attention in microscopic image analysis for their ability to process complex data, extract valuable information, and enhance image quality. …”
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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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Geometric Analysis of Images for 3D Models Reconstruction by Rou’a Ali, Abdulsatter Khidhir, Mayyada Hammoshi

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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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Medical application driven content based medical image retrieval system for enhanced analysis of X-ray images by E. Saranya, M. Chinnadurai

“…This study proposed an advanced DL technique to enhance the accuracy of image retrieval in complex medical datasets. The proposed model can be integrated into five stages, namely pre-processing, decomposing the images, feature extraction, dimensionality reduction, and classification with an image retrieval mechanism. …”
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