The State of Retinal Image Analysis: Deep Learning Advances and Applications by Toufique Ahmed Soomro, Faisal Bin Ubaid, Shehnila Zardari, Ahmed Ali Shah, Marwah M. Alansari, Shimaa A. Nagro

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Optimized dual-tree complex wavelet transform aided multimodal image fusion with adaptive weighted average fusion strategy by Jampani Ravi, R. Narmadha

“…Hence, the analysis of multimodal image fusion is a new to the research topic, which is designed by combining the images of multimodal into single image in order to preserveexact details. …”
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Deep CNN and Deep GAN in Computational Visual Perception-Driven Image Analysis by R. Nandhini Abirami, P. M. Durai Raj Vincent, Kathiravan Srinivasan, Usman Tariq, Chuan-Yu Chang

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Quantitative Analysis of the Labeling Quality of Biological Images for Semantic Segmentation Based on Attribute Agreement Analysis by Rong Xiang, Xinyu Yuan, Yi Zhang, Xiaomin Zhang

“…Dynamic analysis of image labeling variations over time needs further research.…”
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Accelerated phase-contrast magnetic resonance imaging with use of resolution enhancement generative adversarial neural network by Manuel A. Morales, Fahime Ghanbari, Ömer Burak Demirel, Jordan A. Street, Tess E. Wallace, Rachel Davids, Jennifer Rodriguez, Scott Johnson, Patrick Pierce, Warren J. Manning, Reza Nezafat

“…We sought to develop a complex-difference reconstruction for inline super-resolution of phase-contrast flow (CRISPFlow) to accelerate phase-contrast imaging. …”
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FIRM image analysis: A machine learning workflow for quantifying extracellular matrix components from electron microscopy images. by Nicholas T Gigliotti, Justin Lee, Emily H Mang, Giancarlo R Zambrano, Mitra L Taheri

“…Current imaging techniques allow us to visualize these critical remodeling events and developments in image analysis have employed a combination of analysis software and machine learning techniques to improve the efficiency and accuracy with which features are measured. …”
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Quantitative and Qualitative Symmetry Analysis of Open Reduction and Fixation of Zygomatic Complex Fractures by Frederic Van der Cruyssen, Mathilda Wylde, Anthony Campbell, Ali Reza Pourkarim, Zeeshan Ahmad, Nabeel Bhatti, Simon Holmes

“…These findings demonstrate ORIF’s capability to restore symmetry while identifying areas for improvement in managing complex fractures. The study underscores the need for enhanced imaging and standardized evaluation methods to optimize surgical precision and outcomes in craniofacial trauma care.…”
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Anatomical analysis of the lateral ligament complex in the neutral position and during plantar flexion by Zhimin Chen, Han Yang, Xuequan Zhang, Minghao Su, Zeyu Li, Chang Liu, Zhaoming Xiao, Hiabin Liang, Guangwei Xu, Chujiang Xu, Jun Ouyang, Jingxing Dai

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Cross-survey Image Transformation: Enhancing SDSS and DECaLS Images to Near-HSC Quality for Advanced Astronomical Analysis by Zhijian Luo, Shaohua Zhang, Jianzhen Chen, Zhu Chen, Liping Fu, Hubing Xiao, Wei Du, Chenggang Shu

“…Our research is expected to provide significant technical support for astronomical data analysis, cross-survey image integration, and high-precision astrometry.…”
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UPBD: Construction and Evaluation Methods of the Underwater Polarization Benchmark Dataset for Complex Scenarios by Haihong Jin, Shangle Yao, Hao Yao, Wenjie Zhang, Zhiguo Fan

“…Our scene variation subset evaluates polarization image restoration performance across scenes with low, high, and complex degrees of polarization. …”
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Near‐field scattering centre modelling for complex targets by Yanxi Chen, Kunyi Guo, Zhouyang Liu, Xinqing Sheng

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A dual-image encryption scheme for sensitive region of traffic image using public key cryptosystem and novel chaotic map by Tingyu An, Tao Gao, Ting Chen, Donghua Jiang

“…Abstract Intelligent transport systems (ITS) extensively employ traffic images for traffic flow analysis, accident detection and other tasks. …”
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Symmetry-based analysis after surgical treatment of zygomaticomaxillary complex fractures using intraoperative cone-beam computed tomography: a retrospective case-control study by Adrian Franke, Jan Bernard Matschke, Michaela Bučkova, Lea Rahrisch, Günter Lauer, Henry Leonhardt

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Image Retrieval Model Analysis of Digital Library Based on Texture Characteristics by Yu Zhao

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Deep Convolutional Neural Networks in Medical Image Analysis: A Review by Ibomoiye Domor Mienye, Theo G. Swart, George Obaido, Matt Jordan, Philip Ilono

“…Deep convolutional neural networks (CNNs) have revolutionized medical image analysis by enabling the automated learning of hierarchical features from complex medical imaging datasets. …”
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A Fast Method of Cell Image Fusion Based on Content Analysis by JIAN Fu-rong, GAO Yu-dong, DING Bo, HE Yong-jun

“…The existing method is inefficient to fuse the whole image. In order to solve this problem，this paper proposes a method of cell image fusion based on content analysis. …”
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Using spectral imaging for the analysis of abnormalities for colorectal cancer: When is it helpful? by Ruqayya Awan, Somaya Al-Maadeed, Rafif Al-Saady

“…There are many studies demonstrating its potential for the analysis of histopathology images for abnormality detection but there have been discrepancies among previous studies as well. …”
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Deep Temporal Joint Clustering for Satellite Image Time-Series Analysis by Wenqi Guo, Zheng Zhang, Yu Meng, Weixiong Zhang, Shichen Gao, Ping Tang

“…With the advancement of remote sensing satellite technology, the acquisition of Satellite Image Time-Series (SITS) data has significantly increased, providing new opportunities and challenges for land cover analysis. …”
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Utilizing Texture Analysis technique in diagnostic imaging at Dentistry: innovations and applications by Victória Geisa Brito de Oliveira, Vera Lucia Roseira, Lana Ferreira Santos, Emanuel da Silva Rovai, Andréa Carvalho De Marco, Maria Aparecida Neves Jardini, André Luiz Ferreira Costa, Sérgio Lucio Pereira de Castro Lopes

“… Background: The Texture Analysis (TA) technique allows the evaluation of intrinsic properties by extracting signal patterns from pixels and voxels in images that are unnoticed by the human eye. …”
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An integrated calcium imaging processing toolbox for the analysis of neuronal population dynamics. by Sebastián A Romano, Verónica Pérez-Schuster, Adrien Jouary, Jonathan Boulanger-Weill, Alessia Candeo, Thomas Pietri, Germán Sumbre

“…The development of new imaging and optogenetics techniques to study the dynamics of large neuronal circuits is generating datasets of unprecedented volume and complexity, demanding the development of appropriate analysis tools. …”
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