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SEGMENTATION: 作品数：894被引量：1336H指数：15; 导出分析报告; 相关领域：自动化与计算机技术更多>>; 相关作者：叶娟宁丽华陆中杰严森祥史颖欢更多>>; 相关机构：电子科技大学上海交通大学南京大学合肥工业大学更多>>; 相关期刊：更多>>; 相关基金：国家自然科学基金国家重点基础研究发展计划中国博士后科学基金国家高技术研究发展计划更多>>

EACNet:Ensemble adversarial co-training neural network for handling missing modalities in MRI images for brain tumor segmentation: 《Journal of Measurement Science and Instrumentation》2025年第1期11-25,共15页RAMADHAN Amran Juma CHEN Jing PENG Junlan; supported by Gansu Natural Science Foundation Programme(No.24JRRA231);National Natural Science Foundation of China(No.62061023);Gansu Provincial Education,Science and Technology Innovation and Industry(No.2021CYZC-04)。; Brain tumor segmentation is critical in clinical diagnosis and treatment planning.Existing methods for brain tumor segmentation with missing modalities often struggle when dealing with multiple missing modalities,a co...; 关键词：deep learning magnetic resonance imaging(MRI) medical image analysis semantic segmentation segmentation accuracy image synthesis

A Latency-Efficient Integration of Channel Attention for ConvNets: 《Computers, Materials & Continua》2025年第3期3965-3981,共17页Woongkyu Park Yeongyu Choi Mahammad Shareef Mekala Gyu Sang Choi Kook-Yeol Yoo Ho-youl Jung; supported by the Basic Science Research Program through the National Research Foundation of Korea(NRF)funded by the Ministry of Education under Grant NRF-2021R1A6A1A03039493.; Designing fast and accurate neural networks is becoming essential in various vision tasks.Recently,the use of attention mechanisms has increased,aimed at enhancing the vision task performance by selectively focusing o...; 关键词：Attention mechanism convolutional neural networks image classification object detection semantic segmentation

CAMSNet:Few-Shot Semantic Segmentation via Class Activation Map and Self-Cross Attention Block: 《Computers, Materials & Continua》2025年第3期5363-5386,共24页Jingjing Yan Xuyang Zhuang Xuezhuan Zhao Xiaoyan Shao Jiaqi Han; supported by funding from the following sources:National Natural Science Foundation of China(U1904119);Research Programs of Henan Science and Technology Department(232102210033,232102210054);Chongqing Natural Science Foundation(CSTB2023NSCQ-MSX0070);Henan Province Key Research and Development Project(231111212000);Aviation Science Foundation(20230001055002);supported by Henan Center for Outstanding Overseas Scientists(GZS2022011).; The key to the success of few-shot semantic segmentation(FSS)depends on the efficient use of limited annotated support set to accurately segment novel classes in the query set.Due to the few samples in the support set...; 关键词：Few-shot semantic segmentation semantic segmentation meta learning

Vector Extraction from Design Drawings for Intelligent 3D Modeling of Transmission Towers: 《Computers, Materials & Continua》2025年第2期2813-2829,共17页Ziqiang Tang Chao Han Hongwu Li Zhou Fan Ke Sun Yuntian Huang Yuhang Chen Chenxing Wang; funded by the Chinese State Grid Jiangsu Electric Power Co.,Ltd.Science and Technology Project Funding,Grant Number J2023031.; Accurate vector extraction from design drawings is required first to automatically create 3D models from pixel-level engineering design drawings. However, this task faces the challenges of complicated design shapes as...; 关键词：Design drawings semantic segmentation deep learning vector extraction DIGITIZATION 3D modeling

Edge-aware Feature Aggregation Network for Polyp Segmentation: 《Machine Intelligence Research》2025年第1期101-116,共16页Tao Zhou Yizhe Zhang Geng Chen Yi Zhou Ye Wu Deng-Ping Fan; supported in part by National Natural Science Foundation of China(Nos.62172228,62201263,62106043 and 62201265).; Precise polyp segmentation is vital for the early diagnosis and prevention of colorectal cancer(CRC)in clinical practice.However,due to scale variation and blurry polyp boundaries,it is still a challenging task to ach...; 关键词：Colorectal cancer polyp segmentation edge-aware guidance module scale-aware convolution module cross-level fusion module

Deep Learning and Artificial Intelligence-Driven Advanced Methods for Acute Lymphoblastic Leukemia Identification and Classification: A Systematic Review: 《Computer Modeling in Engineering & Sciences》2025年第2期1199-1231,共33页Syed Ijaz Ur Rahman Naveed Abbas Sikandar Ali Muhammad Salman Ahmed Alkhayat Jawad Khan Dildar Hussain Yeong Hyeon Gu; supported by Institute of Information&Communications Technology Planning&Evaluation(IITP)grant funded by the Korea government(MSIT)(RS-2024-00460621,Developing BCI-Based Digital Health Technologies for Mental Illness and Pain Management).; Automatic detection of Leukemia or blood cancer is one of the most challenging tasks that need to be addressed in the healthcare system.Analysis of white blood cells(WBCs)in the blood or bone marrow microscopic slide ...; 关键词：Acute lymphoblastic bone marrow SEGMENTATION CLASSIFICATION machine learning deep learning convolutional neural network

KD-SegNet: Efficient Semantic Segmentation Network with Knowledge Distillation Based on Monocular Camera: 《Computers, Materials & Continua》2025年第2期2001-2026,共26页Thai-Viet Dang Nhu-Nghia Bui Phan Xuan Tan; funded by Hanoi University of Science and Technology(HUST)under project number T2023-PC-008.; Due to the necessity for lightweight and efficient network models, deploying semantic segmentation models on mobile robots (MRs) is a formidable task. The fundamental limitation of the problem lies in the training per...; 关键词：Mobile robot navigation semantic segmentation knowledge distillation pyramid scene parsing fully convolutional networks

Global Spatial-Temporal Information Encoder-Decoder Based Action Segmentation in Untrimmed Video: 《Tsinghua Science and Technology》2025年第1期290-302,共13页Yichao Liu Yiyang Sun Zhide Chen Chen Feng Kexin Zhu; supported by the National Natural Science Foundation of China(No.62277010);the Fuzhou-Xiamen-Quanzhou National Independent Innovation Demonstration Zone Collaborative Innovation Platform Project(No.2022FX6);the Fujian Provincial Health Commission Technology Plan Project(No.2021CXA001).; Action segmentation has made significant progress,but segmenting and recognizing actions from untrimmed long videos remains a challenging problem.Most state-of-the-art methods focus on designing models based on tempor...; 关键词：Encoder-Decoder(ED) Bidirectional Long Short-Term Memory(BiLSTM) Tai Chi action segmentation untrimmed video

MG-SLAM: RGB-D SLAM Based on Semantic Segmentation for Dynamic Environment in the Internet of Vehicles: 《Computers, Materials & Continua》2025年第2期2353-2372,共20页Fengju Zhang Kai Zhu; funded by the Natural Science Foundation of the Jiangsu Higher Education Institutions of China(grant number 22KJD440001);Changzhou Science&Technology Program(grant number CJ20220232).; The Internet of Vehicles (IoV) has become an important direction in the field of intelligent transportation, in which vehicle positioning is a crucial part. SLAM (Simultaneous Localization and Mapping) technology play...; 关键词：Visual SLAM dynamic scene semantic segmentation GPU acceleration key segmentation frame

A 3D semantic segmentation network for accurate neuronal soma segmentation: 《Journal of Innovative Optical Health Sciences》2025年第1期67-83,共17页Li Ma Qi Zhong Yezi Wang Xiaoquan Yang Qian Du; supported by the STI2030-Major-Projects(No.2021ZD0200104);the National Natural Science Foundations of China under Grant 61771437.; Neuronal soma segmentation plays a crucial role in neuroscience applications.However,the fine structure,such as boundaries,small-volume neuronal somata and fibers,are commonly present in cell images,which pose a chall...; 关键词：Neuronal soma segmentation semantic segmentation network multi-scale feature extraction adaptive weighting fusion

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