Elevation Data Statistical Analysis and Maximum Likelihood Estimation-Based Vehicle Type Classification for 4D Millimeter-Wave Radar by Mengyuan Jing, Haiqing Liu, Fuyang Guo, Xiaolong Gong

“…The elevation data collected by 4D radar from a real road scenario are applied for further analysis. By establishing radar coordinate systems and geodetic coordinate systems, the distribution feature of vehicles’ elevation is analyzed by spatial geometric transformation referring to the radar installation parameters, and a Gaussian-based probability distribution model is subsequently proposed. …”
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An Intelligent Model for Facial Skin Colour Detection by Chih-Huang Yen, Pin-Yuan Huang, Po-Kai Yang

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Robustness evaluation of commercial liveness detection platform by Pengcheng WANG, Haibin ZHENG, Jianfei ZOU, Ling PANG, Hu LI, Jinyin CHEN

“…Liveness detection technology has become an important application in daily life, and it is used in scenarios including mobile phone face unlock, face payment, and remote authentication.However, if attackers use fake video generation technology to generate realistic face-swapping videos to attack the living body detection system in the above scenarios, it will pose a huge threat to the security of these scenarios.Aiming at this problem, four state-of-the-art Deepfake technologies were used to generate a large number of face-changing pictures and videos as test samples, and use these samples to test the online API interfaces of commercial live detection platforms such as Baidu and Tencent.The test results show that the detection success rate of Deepfake images is generally very low by the major commercial live detection platforms currently used, and they are more sensitive to the quality of images, and the false detection rate of real images is also high.The main reason for the analysis may be that these platforms were mainly designed for traditional living detection attack methods such as printing photo attacks, screen remake attacks, and silicone mask attacks, and did not integrate advanced face-changing detection technology into their liveness detection.In the algorithm, these platforms cannot effectively deal with Deepfake attacks.Therefore, an integrated live detection method Integranet was proposed, which was obtained by integrating four detection algorithms for different image features.It could effectively detect traditional attack methods such as printed photos and screen remakes.It could also effectively detect against advanced Deepfake attacks.The detection effect of Integranet was verified on the test data set.The results show that the detection success rate of Deepfake images by proposed Integranet detection method is at least 35% higher than that of major commercial live detection platforms.…”
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Detection and visualisation of terrain edges in slope failures by Slámová Martina, Sitko Roman, Kadlečík Roman, Skurčák Ľuboš, Chudý František

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PLANT DISEASE DETECTION USING DEEP LEARNING by Amrita, Sanjay Kumar Nayak, Rajiv Kumar, Sakshi Tomar

“…In the proposed method, five deep CNN models such as Sequential, ResNet50, InceptionV3, VGG16, and VGG19 are used. Comparative analysis of the implemented models suggested that DL helps in extracting the significant features and biomarkers related to these diseases. …”
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Anomaly Detection Dataset for Industrial Control Systems by Alireza Dehlaghi-Ghadim, Mahshid Helali Moghadam, Ali Balador, Hans Hansson

“…Although a few commonly used datasets may not reflect realistic ICS network data, lack necessary features for effective anomaly detection, or be outdated. …”
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Emotion Recognition in the Eye Region Using Textural Features, IBP and HOG by Laura Jalili, Josue Espejel, Jair Cervantes, Farid Lamont

“…Methodology: The algorithm we devised not only detects facial features but also autonomously isolates the eyes and mouth regions. …”
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Methods for Detecting Subvisible Particles in Medicines (Review) by S. I. Kuleshova, M. L. Goryunova, O. N. Vysochanskaya

“…The microscopic method with flow visualization and the scanning electron microscopy method are not used for routine control of medicines, but are important additional tools for determining the features of the granulometric composition and detecting undesirable contamination by foreign particles in medicines.CONCLUSION. …”
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Flares on TRAPPIST-1 Reveal the Spectrum of Magnetic Features on Its Surface by Valeriy Vasilyev, Nadiia Kostogryz, Alexander I. Shapiro, Astrid M. Veronig, Benjamin V. Rackham, Christoph Schirninger, Julien de Wit, Ward Howard, Jeff Valenti, Adina D. Feinstein, Olivia Lim, Sara Seager, Laurent Gizon, Sami K. Solanki

“…We suggest that the flaring event triggers the disappearance of (part of) a dark magnetic feature, producing a net brightening. This suggestion is motivated by solar data: flare-induced disappearance of magnetic features on the solar surface has been directly detected in high spatial resolution images, and our analysis shows that this process produces changes in solar brightness very similar to those we observe on TRAPPIST-1. …”
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Clinicopathological features of colon cancer depending on the dMMR status of the tumor by S. S. Naumov, N. V. Krakhmal, M. N. Tarasov, M. I. Taranenko, E. V. Udut, Yu. V. Kolobovnikova, S. V. Vtorushin

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Clinicopathological features and prognostic significance of TAF1L in gastric cancer by Han Chen, Hang Chen, Jingquan Fang, Xingmao Huang, Xiu Zhu, Tengjiao Chai, Xiangliu Chen, Ling Huang, Pengfei Yu

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Features of cardiac rhythm disorders and conduction disturbances in patients with arterial hypertension by A. M. Vasylenko

“…Cardiac arrhythmias and conduction disorders were detected by means of Holter ECG. Statistical analysis was carried out on a personal computer, using such programs as Excel-7.0 (Microsoft Corp., USA) and «Statistica® for Windows 6.0» (StatSoft Inc., License number AXXR712D833214FAN5) through parametric and nonparametric methods. …”
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FEATURES OF ADOLESCENTS TUBERCULOSIS AT A REFERRAL TB'S HOSPITAL IN TEHRAN, IRAN by Ferial Lotfian, Mohammad Reza Bolursaz, soheila Khalilzadeh, Noshin Baghaie, Maryam Hassanzad, Aliakbar Velayati

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A Study on the Classification of Atopic Dermatitis by Spectral Features of Hyperspectral Imaging by Eun Bin Kim, Yoo Sang Baek, Onseok Lee

“…First, the expansion of blood vessels and structural changes in the lesion area were confirmed between 550 and 650 nm, and information analysis of the lesion features was confirmed through the difference in the rate of change between the visible and near-infrared (NIR) areas. …”
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Bag of Feature-Based Ensemble Subspace KNN Classifier in Muscle Ultrasound Diagnosis of Diabetic Peripheral Neuropathy by Kadhim K. Al-Barazanchi, Ali H. Al-Timemy, Zahid M. Kadhim

“…This work develops a computer-aided diagnostic (CAD) system based on muscle ultrasound that integrates the bag of features (BOF) and an ensemble subspace k-nearest neighbor (KNN) algorithm for DPN detection. …”
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Characteristics of clinical features and drug sensitivity of Nontuberculous Mycobacterial Pulmonary Disease by Mr Ruslan Khachetlov, Valentina Tinkova, Ilona Gudieva, Irina Lizinfeld, Alexandra Gracheva

“…The retrospective analysis included 71 patients with pulmonary mycobacteriosis treated as inpatients between September 2022 and August 2023. …”
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Young-Onset Amyotrophic Lateral Sclerosis: Genetic Structure and Phenotypic Features by Denis V. Shevchuk, Natalya Yu. Abramycheva, Arina R. Protsenko, Darya A. Grishinа, Angelina G. Makarova, Maria N. Zakharova

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Causes of intraventricular hemorrhages in extremely premature newborns and features of their early outcomes by V. V. Kocherova, N. G. Popova, V. A. Shcherbak

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Prognostic, oncogenic roles, and pharmacogenomic features of AMD1 in hepatocellular carcinoma by Youliang Zhou, Yi Zhou, Jiabin Hu, Yao Xiao, Yan Zhou, Liping Yu

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Histopathologic features and parameters predicting recurrence potential of small renal masses by Senad Bajramović, Berina Hasanović, Jasmin Alić, Nirvana Šabanović Bajramović, Damir Aganović

“…Our results emphasized the importance of histopathological features and treatment modalities in predicting malignant recurrence.…”
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