Generation of a High‐Precision Whole Liver Panorama and Cross‐Scale 3D Pathological Analysis for Hepatic Fibrosis by Xiaochuan Zhang, Weicheng Yang, Xiaoliang Li, Yanli Zhao, Zongneng Xie, Shuangqu Li, Yue Zeng, Xiaoxu Hao, Xiaohong Xin, Yu Zhang, Zixuan Feng, Hualiang Jiang, Zhaobing Gao, Xianzhen Yin

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Understanding complexities of synaptic transmission in medically intractable seizures: A paradigm of epilepsy research by Jyotirmoy Banerjee, Manjari Tripathi, P. Sarat Chandra

“…Investigating the changes associated with the development of epileptic state in humans is complex and requires a multidisciplinary approach. …”
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Quantitative estimation method for complex part surface defects based on multimodal information fusion by Rui Wang, Wei Du, Qingchao Jiang

“…This study proposes a multimodal defect detection system (MDDS) that merges the benefits of 2D imaging and 3D point clouds for comprehensive defect analysis on complex parts. …”
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Familial Carney complex with embolic ischemic stroke: a case report and literature review by Tingting Luo, Mengxing Yin, Lijin Li, Mengjiao Sun, Zhen Li, Pengge Li, Mengmeng Liu, Xinxin Sun, Zhanyi Wu, Yifan Liu, Lulu Zhang, Zhiyao Wang, Suyun Hou, Shaohua Hua

“…Comprehensive clinical evaluation, imaging studies, histopathological examination, and genetic analysis were performed on the proband and family members, with a literature review summarizing the clinical features of CNC.ResultsA pathogenic PRKAR1A mutation was identified in affected family members, who exhibited typical clinical features of CNC. …”
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The Mkx- TGF-β pathway induced the development of the myodural bridge complex in SD rats by Ji-Hang Li, Ji-Hang Li, Wen-Bin Jiang, Lu Zhang, Yun-Feng Liu, Yi-Tong Sun, Hua-Xun Lai, M. Adeel Alam Shah, Wei Ma, Chan Li, Campbell Gilmore, Jian-Fei Zhang, Hong-Jin Sui

“…ObjectiveThe myodural bridge complex (MDBC) is a tendon-like structure highly conserved during vertebrate evolution, suggesting it plays an important physiological role. …”
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Novel [3+2+1] Coordinated Iridium (III) Complexes for Hyperefficient Photodynamic Therapy by Siwei Zhang, Ming Shao, Yuan Wu, Yun‐Ran Gao, Fulong Ma, Jinhui Jiang, Chao Chen, Zun‐Yun Wang, Jacky W. Y. Lam, Xi‐Ling Xu, Chen Yang, Juan Du, Zheng Zhao, Ben Zhong Tang

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IMRMB-Net: A lightweight student behavior recognition model for complex classroom scenarios. by Caihong Feng, Zheng Luo, Deyao Kong, Yunhong Ding, Jingyu Liu

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Navigating the Complexities: A Case Report on Diagnostic and Management Challenges in Transverse Colon Cancer by Vaijayanthi Saravanan, Vinoj Gopalakrishnan, Maria Infant Majula Shifani Mahendran, Rajan Vaithianathan

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Spatial Complex Morphological Evolution and Influencing Factors for Mountain and Seaside Resort Tourism Destinations by Huiqiang Ma, Jianchao Xi, Qing Wang, Jiale Liu, Zhigang Gong

“…This study adopted participatory rural assessment (PRA), GIS spatial analysis, and Google Earth remote sensing images as the main research methodology. …”
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Rapid and Visual Detection of Mycobacterium tuberculosis Complex Based on Multiplex Recombinase Polymerase Amplification by Xiaoyan Tan, Yongcong Li, Xufu Xiang, Wei Wu, Gang Wang, Sai Zhang

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A case report of a mild neurologic deficit with extensive poststroke damage to the subdominant brain hemisphere: analysis of data obtained from magnetic resonance tractography, fun... by Ivan S. Gumin, Sergey A. Gulyaev, Mikhail M. Beregov, Vladimir G. Lelyuk

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Estimation Model and Spatio-Temporal Analysis of Carbon Emissions from Energy Consumption with NPP-VIIRS-like Nighttime Light Images: A Case Study in the Pearl River Delta Urban Ag... by Mengru Song, Yanjun Wang, Yongshun Han, Yiye Ji

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FishermaskFormer: Lightweight Remote Sensing Scene Classification With Masked Transformer by Wei Wu, Xianbin Hu, Zhu Li, Xueliang Luo

“…However, a large number of parameters and floating point operations are needed to achieve that end in those approaches, resulting in high complexity. To address the issue, we propose a novel RSSC algorithm, dubbed FishermaskFormer, which aggressively decimates features in the convolutional backbone via a novel masking operation with a proposed fisher discriminant analysis criterion, and then designs a lightweight transformer block to drive the classification loss. …”
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Wide variation in shape of hypoplastic left ventricles undergoing recruitment and biventricular repair: A statistical shape modeling study by Isabel R. Barnet, Noah E. Schulz, Sunil J. Ghelani, David M. Hoganson, Eric N. Feins, Peter E. Hammer, Sitaram M. Emani, Lynn A. Sleeper, Rebecca S. Beroukhim

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Rapid global fitting of large fluorescence lifetime imaging microscopy datasets. by Sean C Warren, Anca Margineanu, Dominic Alibhai, Douglas J Kelly, Clifford Talbot, Yuriy Alexandrov, Ian Munro, Matilda Katan, Chris Dunsby, Paul M W French

“…Lifetimes and population fractions may, however, be more robustly extracted using global analysis to simultaneously fit the fluorescence decay data of all pixels in an image or dataset to a multi-exponential model under the assumption that the lifetime components are invariant across the image (dataset). …”
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MuIm: Analyzing Music–Image Correlations from an Artistic Perspective by Ubaid Ullah, Hyun-Chul Choi

“…The existing state-of-the-art methods of audio-visual correlation often rely on single-dimension information, focusing either on semantic or emotional attributes, thus failing to capture the full depth of these inherently complex modalities. Addressing this limitation, we introduce a novel approach that perceives music–image correlation as multilayered rather than as a direct one-to-one correspondence. …”
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A study of enhanced visual perception of marine biology images based on diffusion-GAN by Feifan Yao, Huiying Zhang, Yifei Gong, Qinghua Zhang, Pan Xiao

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An Efficient Deep Learning Approach for Malaria Parasite Detection in Microscopic Images by Sorio Boit, Rajvardhan Patil

“…Deep learning, however, excels in complex tasks and automatic feature extraction. <b>Objective:</b> This paper presents EDRI, which is a novel hybrid deep learning model that integrates multiple architectures for malaria detection from red blood cell images. …”
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Functional brain changes in vascular cognitive impairment: a whole brain ALE meta-analysis by Chunyang Zhang, Mingchen Xue, Han Zhang, Juan Li, Mingli He

“…Resting-state functional magnetic resonance imaging (rs-fMRI) could serve as a potential biomarker for early detection. …”
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Domain generalization for image classification based on simplified self ensemble learning. by Zhenkai Qin, Xinlu Guo, Jun Li, Yue Chen

“…Experimental results on three public benchmark datasets (OfficeHome, PACS, and VLCS) demonstrate that our proposed algorithm achieves an improvement of up to 3 . 38% over existing methods in terms of generalization performance, particularly in complex and diverse real-world scenarios, such as autonomous driving and medical image analysis. …”
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