Search Results - image processing methods

Few-shot Metro Track-wheel Image Segmentation Algorithm Based on Cross-attention Network by CAO Jianxin, ZHANG Yueying, JIANG Weihao, GAO Yunhao

“…[Method] The computational roadmap and process of the few-shot metro track-wheel image segmentation algorithm based on cross-attention network is elaborated. …”
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Bayesian model parameter learning in linear inverse problems: application in EEG focal source imaging by Alexandra Koulouri, Ville Rimpiläinen

“…EEG source imaging) under the condition that the electrical conductivity of the patient’s skull was unknown in the model. …”
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Proposal Medical Image Protection System Based on Hybrid CNN-Transformer Model and Chaotic Maps by Rasha S. Ali, Rajaa Kadhom Hassoun, Ayad Al-Adhami, Sanaa Ali Jabber, Soukaena H. Hashem

“…This method greatly enhanced the security and complexity of the encryption process, making it very difficult for an attacker to access or recreate the original data. …”
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Interpretable Learning Method Based on Causal Interactive Attention by Wu Song, Sheng Ren, Bin Hu

“…This mechanism not only explains “why this image belongs to a certain category”, but also rationalizes “why this image does not belong to other categories”, providing a comprehensive view of the model’s decision. …”
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Stand Equipment and Test Methods of Modern Optical Sights by A. M. Kurganovich, V. A. Stasilovich, I. P. Shishkin, A. P. Shkadarevich

“…The aim of the work was to analyze the influence of pancratic optical sights’ main parameters on their output performance characteristics.It is shown that in order to achieve the quality level of the world’s best samples, high image quality – no drop in contrast by no more than 30 % of the calculated value, careful manufacturing and control of both mechanical and optical parts, as well as components of the assembly units of products, the technological process of assembly and alignment is necessary.Bench equipment and test methods which made it possible significantly increase the level of serial production are described, also some characteristics of GS3-12×50, GS3-24×56, GS5-25×56 “NTC “LEMT” BelOMO” are presented.…”
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Electrophysical and geoinformational methods of mapping the biological properties of peats by A. D. Pozdnyakova, L. A. Pozdnyakov

“…Consequently, it generates easily readable “image” of soil in a given place and at certain times. …”
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Zymography: developing of the enzyme soil activity visualization method by M. V. Timofeeva, K. N. Abrosimov, A. V. Yudina, D. S. Fomin, V. V. Klyueva

“…The enzymes produced by the soil biota are a key link in the regulation of biochemical processes. The soil enzyme activity can be visualized with zymography, a method based on using fluorescent substrates and obtaining two-dimensional images (zymograms). …”
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Production machines maintenance based on digitalization by A. K. Tugengold, R. N. Voloshin, A. R. Yusupov, T. N. Kruglova

“…A mathematical method is used to describe the digital image vector and the control system algorithm.Research Results. …”
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Synthesizing Remote Sensing Images from Land Cover Annotations via Graph Prior Masked Diffusion by Kai Deng, Siyuan Wei, Shiyan Pang, Huiwei Jiang, Bo Su

“…However, the existing methods typically focus on pixel-level semantic-to-image translation, neglecting the spatial and semantic relationships among land cover objects, which hinders accurate scene structure modeling. …”
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Toward New Assessment in Sarcoma Identification and Grading Using Artificial Intelligence Techniques by Arnar Evgení Gunnarsson, Simona Correra, Carol Teixidó Sánchez, Marco Recenti, Halldór Jónsson, Paolo Gargiulo

“…Diagnosis traditionally relies on expert visual interpretation of histopathological biopsies and radiological imaging, processes that can be time-consuming, subjective and susceptible to inter-observer variability. …”
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METHODS FOR ORGANIZATION OF CONTEXTUAL TRAINING OF FUTURE GEOGRAPHY TEACHERS by Karpenko Tetiana, Lakomova Olena, Shyian Daria

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SAGNet: Small-Target Attention Guided Network for Urban Remote Sensing Image Real-Time Segmentation by Shasha Ren, Xiaodong Zhang

“…Experimental results on three URS datasets show that our network can effectively improve the overall performance compared to the state-of-the-art methods by 6.40% mIoU. And the model segmentation speed reaches 64.3 FPS when processing <inline-formula> <tex-math notation="LaTeX">$512\times 512$ </tex-math></inline-formula> images on a laptop device (NVIDIA GTX Geforce 2080 Ti GPU), which meets the demand of processing images or videos in real-time on mobile devices.…”
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POSSIBILITIES FOR ASSESSING THE EFFECTIVENESS OF TREATMENT OF ATOPIC DERMATITIS BASED ON ANALYSIS OF COLOR CHARACTERISTICS OF VIDEO DERMATOSCOPIC IMAGES by Oleh Avrunin, Alexey Trubitcin, Olga Isaeva, Viktoriia Klymenko

“…The subject of the article is the study of the color characteristics of video dermatoscopic images of affected skin areas of children with atopic dermatitis and the development of an automated diagnostic system for processing and analysis of dermatoscopic images. …”
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Colony Binary Classification Based on Persistent Homology Feature Extraction and Improved EfficientNet by Zumin Wang, Ke Yang, Jie Tang, Jun Gao, Yuhao Zhang, Wei Xu, Chun-Ming Huang

“…Specifically, (1) a PH feature extraction algorithm is applied to Candida albicans (CA) and Staphylococcus epidermidis (SE) colonies cultured for 18 h in Petri dishes to capture their topological information. (2) The Mobile Inverted Bottleneck Convolution (MBConv) module in EfficientNet is modified, enhancing the attention mechanism to better handle local small targets. (3) A novel self-attention mechanism named the Spatial and Contextual Transformer (SCoT), which is introduced to process information at multiple scales, increasing the resolution in orthogonal directions of the image and the aggregation capability of feature maps. …”
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Formation of Realism as a Way of Artistic Comprehension of Reality in Lazhechnikov’s Prose of 1840-1860s by S. M. Isupova

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Value-Oriented Consciousness by V. V. Matyushina

“…The images of consciousness exist as word meanings. An attempt is made to prove that linguistic consciousness not only forms, stores or processes language signs and their meanings but also determines the attitude of a person to the items and phenomena of real life. …”
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Multisegment Parallel Coregistration of Sentinel-1 SAR Time-Series Images by Combining OpenMP With MPI by Yonghui Kang, Yonghong Zhang, Hong'an Wu, Jujie Wei, Xiaoxue Sun, Yue Zuo

“…Precise image coregistration is essential but computationally intensive, especially for time-series processing. …”
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Adversarial Dual-Distortion Image Rectification: Integrating Multi-Scale Discriminators and Central Self-Attention Modules by Jingfeng Luo, Chengwan You, Bochuan Zheng

“…Existing fisheye correction methods exhibit performance degradation when processing dual-distortion images. …”
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Grayscale Color Mapping with the Mathematical Analysis of an Ultrasound Image in the Differential Diagnosis of Cystic and Solid Breast Masses by D. V. Pasynkov, I. A. Egoshin, A. A. Kolchev, I. V. Klyushkin, O. O. Pasynkova

“…To develop a system for automated analysis of grayscale ultrasound images, which on the principles of mathematical processing would make it possible to increase the specificity of diagnosis in this situation.Material and methods. …”
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Defect Identification and Diagnosis for Distribution Network Electrical Equipment Based on Fused Image and Voiceprint Joint Perception by An Chen, Junle Liu, Silin Liu, Jinchao Fan, Bin Liao

“…To address these issues, we first propose a joint perception of image and voiceprint features based on bidirectional coupled attention, which enhances deep interaction across modalities and overcomes the shortcomings of traditional methods in cross-modal fusion. …”
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