GaLAM: Two-Stage Outlier Detection Algorithm by Xiaojun Lu, Zhe Yan, Ziyun Fan

“…In this paper, we propose Globally-and-Locally-Affine Matching (GaLAM), a two-stage outlier detection method. In the first stage, GaLAM optimizes the edge features of Adaptive Locally Affine Matching (AdaLAM) and replaces the statistical neighborhood-based approach with classical geometric deviation metrics. …”
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Detection of Welding Defects Tracked by YOLOv4 Algorithm by Yunxia Chen, Yan Wu

“…The improvements include optimizing the stacking method of residual blocks, modifying the activation functions for different convolutional layers, and eliminating the downsampling layer in the PANet (Pyramid Attention Network) to preserve edge information. …”
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Joint detection and re-identification for occluded person search by Ye Li, Shizhen Shuai, Yunhan Zhou, Binbin Deng, Dongxing Zhang

“…Therefore, based on the DINO detection model, a method is proposed for jointly optimizing pedestrian detection and re-identification (DINOPS): a part attention mechanism is introduced to integrate global and local pedestrian features, reduce missed detection and improve the re-identification ability. …”
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A Lightweight Direction-Aware Network for Vehicle Detection by Luxia Yang, Yilin Hou, Hongrui Zhang, Chuanghui Zhang

“…Finally, experimental results on the KITTI dataset show that the proposed method not only reduces resource consumption but also improves the accuracy of vehicle detection, which provides a novel technical path to realize real-time and accurate vehicle detection on mobile devices.…”
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Research on pedestrian detection technology for mining unmanned vehicles by ZHOU Libing, YU Zhengqian, WEI Jianjian, JIANG Xueli, YE Baisong, ZHAO Yexin, YANG Siliang

“…YOLOv3 and a coal mine key position personnel unsafe behavior recognition method based on improved YOLOv7 and ByteTrack experienced missed detections and false positives based on enhanced images, while the proposed pedestrian detection algorithm effectively mitigated these issues.…”
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An Overview on the Nanoparticles-Based Optical Approaches for Determination of Immunosuppressant Pharmaceuticals by Kader Poturcu, Elaf Mohamed Fauzi Osman, Abdalla Ahmed Elbashir

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Volume of Fluid (VOF) Method as a Suitable Method for Studying Droplet Formation in a Microchannel by Felipe Santos Paes da Silva, Paulo Noronha Lisboa-Filho

“…The VOF method provides a clearer understanding of transitions between fluid regimes by detecting stages of non-uniformity in droplet size. …”
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Optimizing the Methodology for Antioxidant Activity Analysis of Manuka Honey by Xiaoling Zhou, Wei Zhao, Zihong Ye, Jintian Tang, Yafen Zhang

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Optimized chemical labeling method for isolation of 8-oxoG-modified RNA, ChLoRox-Seq, identifies mRNAs enriched in oxidation and transcriptome-wide distribution biases of oxidation... by Matthew R. Burroughs, Philip J. Sweet, Lydia M. Contreras

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Research on Wood Defects Feature Imbalance Optimization and Recognition by Xiao Wang

“…Deep learning is a promising method to achieve automatic wood defects detection which is indispensable for wood production; however, such a technique faces challenges caused by poor generalization ability and low recognition accuracy on light defects. …”
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Optimization of the Weight Processing Algorithm in Multichannel Doppler Filtering by V. I. Koshelev, Ngoc Hieu Trinh

“…However, the use of the combined method does not lead to an optimal solution in terms of MDF efficiency.Aim. …”
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Optimized Sedation Improves Colonoscopy Quality Long-Term by Konstantinos Triantafyllou, Athanasios D. Sioulas, Theodora Kalli, Nikolaos Misailidis, Dimitrios Polymeros, Ioannis S. Papanikolaou, George Karamanolis, Spiros D. Ladas

“…To assess the effects of increased sedation administration on colonoscopy performance. Materials and Methods. During Era 1 we prospectively measured four colonoscopy quality indicators: sedation administration, colonoscopy completion rate, adenoma detection rate, and early complications rate in three cohorts: cohort A: intention for total colonoscopy cases; cohort B: cohort A excluding bowel obstruction cases; cohort C: CRC screening-surveillance cases within cohort B. …”
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Point Data Registration With the Multi-Object, Cardinalized Optimal Linear Assignment Metric by Pablo A. Barrios, Vicente Guzman, Martin D. Adams, Claudio A. Perez

“…Realistic point cloud datasets contain detection errors (outliers) as well as spatial errors, making correct registration fragile when the outlier rejection and point data association methods fail. …”
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Optimization of IoT-Based Motion Intelligence Monitoring System by Jian Qiao, Zhendong Zhang, Enqing Chen

“…In terms of algorithm optimization, research related to active pattern recognition and periodic calculation methods is conducted. …”
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Optimization of Spore Purification and Quality Assessment in Paenibacillus Species by Souichirou Kawai, Miyo Nakano

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Optimal sensor placement through expansion of static strain measurements to static displacements by Jun-Hyeok Song, Eun-Taik Lee, Hee-Chang Eun

“…The method was applied to the damage detection of a single-damaged truss structure. …”
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Optimization of the Parameters of the Magnetizing Device of the Electromagnetic-Acoustic Transducer by V. A. Strizhak, A. V. Pryakhin

“…The transducer has protection of the magnetization device from overheating, and the cyclic mode of operation allows for continuous performance of up to 30 measurements per minute at an ambient temperature of 20 °C.The developed magnetizing device can be used in solving a number of problems of structuroscopy, thickness measurement, flaw detection by electromagnetic-acoustic methods based on accurate measurement of the propagation time of elastic waves in the object of testing.…”
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Synchronous Remote Calibration for Electricity Meters: Application and Optimization by Zhiyong Zha, Hanfang Ge, Chengcheng Zou, Fei Long, Xingfeng He, Geng Wu, Chenxi Dong, Tianping Deng, Jiaxiang Xu

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DEVELOPMENT OF A MODEL TO OPTIMIZE THE OPERATIONAL RISKS FOR THE ENTERPRISE by Andrey Kandybko

“…In today s economic environment, characterized by high dynamism and instability, all companies are exposed to risk, so early detection and correct identification of risks, the choice of control method allow them to stabilize the financial situation and minimize the loss (damage) from the negative impact of risks. …”
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Research on Optimal Sensor Placement Based on Reverberation Matrix for Structural Health Monitoring by Hai-feng Yang, Zi-yan Wu, Shu-kui Liu, Hong-bin Sun

“…Many optimal sensor placement (OSP) methods have been developed for general optimized solution searches. …”
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