DEVELOPMENT OF A VIDEO PROCESSING MODULE FOR THE TASK OF AIR OBJECT RECOGNITION BASED ON THEIR CONTOURS by Valentyn Yesilevskyi, Anton Koliadin, Olena Sereda

“…The following tasks are solved in the article: the analysis of existing methods of binarization of color images for semantic segmentation of images, which are used in image recognition systems; the development of a pipeline of methods for automatic segmentation of images in the system of optical monitoring of the air environment. …”
Get full text

Semantic-Aware Remote Sensing Change Detection with Multi-Scale Cross-Attention by Xingjian Zheng, Xin Lin, Linbo Qing, Xianfeng Ou

“…Remote sensing image change detection plays a vital role in diverse real-world applications such as urban development monitoring, disaster assessment, and land use analysis. …”
Get full text

UniHSFormer X for Hyperspectral Crop Classification with Prototype-Routed Semantic Structuring by Zhen Du, Senhao Liu, Yao Liao, Yuanyuan Tang, Yanwen Liu, Huimin Xing, Zhijie Zhang, Donghui Zhang

Get full text

Deep learning strategies for semantic segmentation of pediatric brain tumors in multiparametric MRI by Annachiara Cariola, Elena Sibilano, Andrea Guerriero, Vitoantonio Bevilacqua, Antonio Brunetti

“…Abstract Automated segmentation of pediatric brain tumors (PBTs) can support precise diagnosis and treatment monitoring, but it is still poorly investigated in literature. …”
Get full text

Mapping stains on flat roofs using semantic segmentation based on deep learning by Lara Monalisa Alves dos Santos, Leonardo Rabero Lescano, Gabriel Toshio Hirokawa Higa, Vanda Alice Garcia Zanoni, Lenildo Santos da Silva, Cesar Ivan Alvarez, Hemerson Pistori

Get full text

Semantic segmentation of optical satellite images for the illegal construction detection using transfer learning by Yashasvi Mehta, Abdullah Baz, Shobhit K. Patel

“…Illegal construction poses significant challenges to economic development and social harmony. To tackle this issue, there is an urgent need for an automated illegal building monitoring system that can accurately identify and notify authorities about unlawful constructions. …”
Get full text

Deep-Learning-Based Semantic Change Detection for Urban Greenery and Comprehensive Urban Areas by Aisha Javed, Taeheon Kim, Changhui Lee, Youkyung Han

“…Recent advancements in remote sensing and deep learning technologies have led to the development of semantic change detection (SCD) techniques, which offer more detailed analysis than binary change detection. …”
Get full text

Semantic Template Recognition of Human Activities in Wearable Sensor Data Using Siamese Network by Emanuele Lattanzi, Chiara Contoli, Lorenzo Calisti, Giacomo Di Fabrizio, Nicholas Kania, Susanna Peretti

“…Human activity recognition plays a pivotal role in various fields, such as healthcare monitoring, smart environments, and human-computer interaction. …”
Get full text

Stress management with HRV following AI, semantic ontology, genetic algorithm and tree explainer by Ayan Chatterjee, Michael A. Riegler, K. Ganesh, Pål Halvorsen

“…These optimized features play a crucial role in developing a stress management system within a Semantic framework. …”
Get full text

Consistency Regularization for Semi-Supervised Semantic Segmentation of Flood Regions From SAR Images by G. Savitha, S. Girisha, Pundarika Sughosh, Dasharathraj K. Shetty, Jayaraj Mymbilly Balakrishnan, Rahul Paul, Nithesh Naik

“…For this reason, the present study aims to develop a semi-supervised semantic segmentation algorithm for accurate flood region delineation in SAR data. …”
Get full text

Marine object detection in forward-looking sonar images via semantic-spatial feature enhancement by Zhen Wang, Zhen Wang, Jianxin Guo, Shanwen Zhang, Nan Xu

“…To overcome these challenges, we propose a novel semantic-spatial feature enhanced detection model, namely YOLO-SONAR, tailored for marine object detection in forwardlooking sonar imagery. …”
Get full text

Taxonomic hierarchical loss function for enhanced crop and weed phenotyping in multi-task semantic segmentation by Artzai Picon, Daniel Mugica, Itziar Eguskiza, Arantza Bereciartua-Perez, Javier Romero, Carlos Javier Jimenez, Christian Klukas, Laura Gomez-Zamanillo, Till Eggers, Ramon Navarra-Mestre

“…Herbicide research and development necessitate specific trials to monitor the effects of various herbicide formulations, quantities, and protocols on different plant species and growth stages. …”
Get full text

Development and Metrological Characterization of Low-Cost Wearable Pulse Oximeter by Andrea Cataldo, Enrico Cataldo, Antonio Masciullo, Raissa Schiavoni

Get full text

UAV-FAENet: Frequency-Aware and Attention-Enhanced Network for Remote Sensing Semantic Segmentation of UAV Imagery by Dongbo Zhou, Huan Wang, Shiyan Pang, Di Chen, Huang Yao, Jie Yu

“…In recent years, with the rapid development of unmanned aerial vehicle (UAV) technology, low-altitude remote sensing imagery has been increasingly applied in urban planning, environmental monitoring, and disaster management. …”
Get full text

APPROACH TO IMAGE ANALYSIS FOR COMPUTER VISION SYSTEMS by N. A. Iskra

“…The aim of the work is to develop a method for automatically construction of a semantic model, that formalizes the spatial relationships between objects in the image and research thereof. …”
Get full text

Image Segmentation Techniques for Intelligent Monitoring of Putonghua Examinations by Hui Liu

“…In this paper, we first investigate the performance improvement techniques for semantic segmentation in the image segmentation task for intelligent monitoring of Mandarin exams, improve the pixel classification capability by performing semantic migration, and, for the first time, extend the dataset substantially by style transformation to improve the model’s recognition of advanced features. …”
Get full text

Evaluating the feasibility of automating dataset retrieval for biodiversity monitoring by Alexandre Fuster-Calvo, Sarah Valentin, William C. Tamayo, Dominique Gravel

Get full text

Multimodal Semantic Segmentation in Yangtze River Economic Belt: Outcome of the 2024 IEEE WHISPERS MMSeg-YREB Challenge by Jiepan Li, He Huang, Yu Xia, Xian Xu, Yingxin Wu, Qi Guo, Yinhe Liu, Yanfei Zhong, Jeongho Min, Sungbin Son, Hyeonjin Kim, Jaejun Yoo, Gemine Vivone, Chenyu Li, Wei He, Renwei Dian, Hao Liu, Haipeng Wang, Kan Wei, A. K. Qin, Naoto Yokoya, Shutao Li, Jocelyn Chanussot, Danfeng Hong

“…By leveraging extensive geographic coverage and heterogeneous data sources, MMSeg-YREB supports a wide range of applications, from precise urban planning to comprehensive environmental monitoring. Utilizing state-of-the-art artificial intelligence methodologies, this framework aims to develop highly generalizable and scalable semantic segmentation models, driving methodological advancements and accelerating the adoption of Earth observation technologies across diverse regions. …”
Get full text

Intelligent Inspection Method for Rebar Installation Quality of Reinforced Concrete Slab Based on Point Cloud Processing and Semantic Segmentation by Ruishi Wang, Jianxiong Zhang, Hongxing Qiu, Jian Sun

“…This has significant implications for practical engineering applications and the development of intelligent engineering monitoring systems.…”
Get full text

TCCFNet: a semantic segmentation method for mangrove remote sensing images based on two-channel cross-fusion networks by Lixiang Fu, Yaoru Wang, Shulei Wu, Jiasen Zhuang, Zhongqiang Wu, Jian Wu, Huandong Chen, Yukai Chen

“…TCCFNet serves as a valuable tool for mangrove remote sensing monitoring, providing more precise data support for ecological conservation efforts.…”
Get full text