Image Alignment Based on Deep Learning to Extract Deep Feature Information from Images by Lin Zhu, Yuxing Mao, Jianyu Pan

“…The visualization results validate the significant improvement in the features’ visual quality and confirm the method’s advantages in terms of stability and discriminative properties of deep feature extraction.…”
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A novel procedure for precise quantification of Schistosoma japonicum eggs in bovine feces. by Bin Xu, Catherine A Gordon, Wei Hu, Donald P McManus, Hong-Gen Chen, Darren J Gray, Chuan Ju, Xiao-Jun Zeng, Geoffrey N Gobert, Jun Ge, Wei-Ming Lan, Shu-Ying Xie, Wei-Sheng Jiang, Allen G Ross, Luz P Acosta, Remigio Olveda, Zheng Feng

“…It allows improved microscopic visualization of S. japonicum eggs and provides an accurate quantitative method for the estimation of infection in bovines and other ruminant reservoir hosts. …”
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Application of ionic liquids in scanning electron microscopy studies of dielectric microstructure by A.I. Ivanova, A.V. Dudilovskaya, O.E. Zhuravlev, A.D. Kaphtanov

“…A comparative analysis of the results obtained by traditional methods and the method of applying ionic liquid to samples is carried out. …”
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An MRI-based fusion model for preoperative prediction of perineural invasion status in patients with intrahepatic cholangiocarcinoma by Zuochao Qi, Hao Yuan, Qingshan Li, Pengyu Chen, Dongxiao Li, Kunlun Chen, Bo Meng, Peigang Ning, Haibo Yu, Deyu Li

“…In the training set, the AUC was 0.905, with an accuracy of 0.823; in the external test set, the AUC was 0.760, with an accuracy of 0.778. Visualization methods provided support for the practical application of the model. …”
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Convolutional Neural Network-Based Approach for Cobb Angle Measurement Using Mask R-CNN by Marcos Villar García, José-Benito Bouza-Rodríguez, Alberto Comesaña-Campos

“…The Cobb angle measurement method has been widely considered as the gold standard for a scoliosis assessment. …”
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Tooth image segmentation and root canal measurement based on deep learning by Ziqing Chen, Qi Liu, Jialei Wang, Nuo Ji, Yuhang Gong, Bo Gao

“…The segmentation results are mapped back to the original coordinates and position-corrected, followed by automatic measurement and visualization of root canal lengths and angles.ResultsQuantitative evaluation demonstrated a segmentation Dice coefficient of 96.33%, Jaccard coefficient of 92.94%, Hausdorff distance of 2.04 mm, and Average surface distance of 0.24 mm - all surpassing existing methods. …”
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Artificial Intelligence: the dichotomy of technology development by G. A. Shcherbakov

“…Purpose: identification of opportunities and potential risks in the implementation of artificial intelligence technologies on the basis of the dominant trends analyzing in the current high-tech sector development of the global economy.Methods: the paper uses the system approach, the method of classification and systematization, the method of estimations and scientific abstractions, the methods of information analysis and synthesis, the method of data visualization.Results: the article considers economic and technical-technological aspects of building intelligent systems, establishes trends of their development in the direction of multitasking and autonomy of performed functions, identifies opportunities and threats arising from the development of this direction of scientific and technological progress. …”
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SYSTEM FOR CONTROL,EVALUATIONAND VISUALIZATIONOF THE PHYSICAL DEVELOPMENT OF YOUNG MALETAEKWONDO ATHLETES by D. Avramov

“…Squat jumps –30 seconds. The method of Sigma digressions was used for creating the ranking scales. …”
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Network Analysis of a Maritime Trade in Medieval Japan by Dimitri Tatoyan, Aleksandra Kobiljski, Hiroki Yamashita, Éric Mermet

“…A community detection method allows us to open up new avenues of understanding maritime trade clusters, while geospatial data visualization point to a historically irregular absence which requires further research.…”
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Early warning prediction of external force destruction in transmission lines based on automatic clustering model by Dayan MA

“…The external force destruction has become a major threat to the safe and stable operation of overhead transmission lines,bringing difficulties to the defense and early warning work.In order to solve the problem that the traditional clustering center is difficult to accurately determined and susceptible to abnormal points,an automatic clustering method for data analysis work of transmission lines was presented,and external damage data was analyzed from time and space latitude.Firstly,the cluster center was initialized in this method by using Canopy algorithm.Then,the optimized K-means algorithm was used to perform clustering.Finally,the effectiveness of this method was proved by experimental analysis.This method will be applied to the GIS module in the power information system,which can realize the spatio-temporal visualization of the analysis results and provide powerful decision support for finding cause of the external force damage of the transmission line.…”
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Extra-fascial hemithyreoidectomy by D. I. Malinin, V. G. Petrov

“…Method of performing extrafascial hemithyreoidectomy with visualization of recurrent nerve, parathyroid gland and upper thyroid artery is presented which is directed to decrease specific complications (vocal fold paresis, hypoparathyreosis) and complications associated with the upper laryngeal nerve injury. …”
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A pipeline for processing hyperspectral images, with a case of melanin-containing barley grains as an example by I. D. Busov, M. A. Genaev, E. G. Komyshev, V. S. Koval, T. E. Zykova, A. Y. Glagoleva, D. A. Afonnikov

“…Nowadays, this analysis is used more and more widely, so the development of hyperspectral image processing methods is an urgent task. This paper presents a hyperspectral image processing pipeline that includes: preprocessing, basic statistical analysis, visualization of a multichannel hyperspectral image, and solving classification and clustering problems using machine learning methods. …”
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Dual-view CT Reconstruction Algorithm Based on Gradient Information Constraints by Hai HU, Xueqin SUN, Yihong LI, Ping CHEN

“…Computed tomography (CT) technology has demonstrated significant application value in industrial inspection owing to its non-destructive testing capabilities, high resolution, and visualization features. However, in certain industrial inspection scenarios, extremely limited scanning conditions pose substantial challenges for projection data acquisition, restricting the application of traditional reconstruction methods. …”
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Artificial Neural Network Approach to Study Imprecisely Defined Nonlinear Systems With Case Studies by Lakshmi Durga Pathipati, Sukanta Nayak

“…The developed algorithm is coded with the MATLAB software, and the results are examined through numerical examination and graphical visualization. The results demonstrate that the proposed approach outperforms various traditional exact and numerical methods, providing a reliable and guaranteed solution to the field variables.…”
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CBMAP: Clustering-Based Manifold Approximation and Projection for Dimensionality Reduction by Berat Dogan

“…Dimensionality reduction methods are employed to decrease data dimensionality, either to enhance machine learning performance or to facilitate data visualization in two or three-dimensional spaces. …”
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Knee Osteoarthritis Diagnosis: Future and Perspectives by Henri Favreau, Kirsley Chennen, Sylvain Feruglio, Elise Perennes, Nicolas Anton, Thierry Vandamme, Nadia Jessel, Olivier Poch, Guillaume Conzatti

“…However, they present some drawbacks, such as possible interference or the lack of direct visualization of the tissue. Other original methods show strong potential in the field of KOA monitoring, such as electrical bioimpedance or near-infrared spectrometry. …”
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Enhancing Genomic Data Representation Through BERT-LSTM Hybrid Architecture by Kyeong Ho Kim, Minji Kim, Sohui Kim, Jong-Min Lee

“…The effectiveness of our method is demonstrated through both visualization and quantitative evaluation. …”
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Insulinoma- how to localize the tumor? by Kiković Saša, Tavčar Ivan, Dragović Tamara, Ristić Petar, Karajović Jelena, Marinković Dejan, Perišić Nenad, Rusović Siniša, Hajduković Zoran

“…For three patients, none of these methods was successful. ASVS revealed that all seen tumors were functional except three of the six visualized with two methods (US and EUS). …”
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The application of non-enhanced magnetic resonance thoracic ductography combined with magnetic resonance abdominopelvic scanning in the diagnosis of chylous leakage of the female r... by Meng Huo, Chunyan Zhang, Ling Li, Jianfeng Xin, Xingpeng Li, Yimeng Zhang, Mingxia Zhang, Ying Sun, Lei Sun, Rengui Wang, Yunlong Yue

“…The display of the drainage directions in the outlet area of the thoracic duct by the two methods showed excellent consistency (kappa value = 0.815) in 12 patients whose outlet areas were visualized by both methods. …”
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Optical coherence tomography-angiography for anterior uveal tract evaluation in normal subjects and in pathology by T. N. Kiseleva, S. V. Saakyan, V. V. Makukhina, K. V. Lugovkina, S. V. Milash, N. F. Musova, N. S. Izmailova, A. A. Zharov

“…AS-OCTA is an informative method for the visualization of iris vessels in normal conditions and in iris pathology and may be considered a valuable addition to the standard visualization techniques.…”
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