CONTEXTUAL

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CPEWS:Contextual Prototype-Based End-to-End Weakly Supervised Semantic Segmentation
《Computers, Materials & Continua》2025年第4期595-617,共23页Xiaoyan Shao Jiaqi Han Lingling Li Xuezhuan Zhao Jingjing Yan 
funding from the following sources:National Natural Science Foundation of China(U1904119);Research Programs of Henan Science and Technology Department(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 primary challenge in weakly supervised semantic segmentation is effectively leveraging weak annotations while minimizing the performance gap compared to fully supervised methods.End-to-end model designs have gaine...
关键词：End-to-end weakly supervised semantic segmentation vision transformer contextual prototype class activation map 
Contextual design and real-time verification for agile casting design
《China Foundry》2025年第2期231-238,共8页Dong Xiang Chu-hao Zhou Xuan-pu Dong Shu-ren Guo Yan-song Ding Hua-tang Cao 
the financial support of the Natural Science Foundation of Hubei Province,China (Grant No.2022CFB770)。
In the foundry industries,process design has traditionally relied on manuals and complex theoretical calculations.With the advent of 3D design in casting,computer-aided design(CAD)has been applied to integrate the fea...
关键词：agile design context-design casting process design real-time verification smart manufacturing 
Element relational graph-augmented multi-granularity contextualized encoding for document-level event role filler extraction
《Frontiers of Computer Science》2025年第2期137-138,共2页Enchang ZHU Zhengtao YU Yuxin HUANG Shengxiang GAO Yantuan XIAN 
supported by the National Natural Science Foundation of China(Grant Nos.U21B2027,U23A20388,62266028);the Yunnan Provincial Major Science and Technology Special Plan Projects(202302AD080003,202202AD080003,202303AP140008);the Yunnan Fundamental Research Projects(202301AS070047);the Kunming University of Science and Technology’s”Double First-rate”Construction Joint Project(202201BE070001-021).
1 Introduction Document-level Role Filler Extraction aims to identify those spans of text that denote the role fillers for each event described in the document[1].Despite achieving certain accomplishments,existing met...
关键词：CONTEXTUAL SPITE semantic 
An Action Research on Music Appreciation Activities in Kindergarten Classes Based on Situational Teaching Approach
《Journal of Contemporary Educational Research》2025年第3期94-101,共8页Jin Wu 
Abs As a crucial vehicle for young children’s artistic enlightenment,music appreciation holds an irreplaceable value in cognitive development,emotional edification,and the cultivation of aesthetic abilities.Currently...
关键词：Contextual pedagogy Kindergarten class Music appreciation activities Problems and measures 
Contextual Characteristics and Constraints of Rural Children's Behaviors and Activities in Southern Shaanxi Province from a Child-Friendly Perspective
《China City Planning Review》2025年第1期50-63,共14页Wu Pei Wang Xia Yang Jing Li Min(Translated) 
funded by the National Key R&D Program of China During the 14~(th)Five-Year Plan Period(No.2022YFC3802801);the General Program of National Natural Science Foundation of China(No.52178056);the Shaanxi Province Innovation Capability Support Program–Soft Science General Project(No:2024ZC-YBXM-197);the General Program of Natural Science Basic Research Plan in Shaanxi Province(No.2022JM-290)。
As the child-friendly concept was enshrined in China's 14th Five-Year Plan,the construction of child-friendly spaces has emerged as a key issue.Nevertheless,current research and practices mainly focus on urban environ...
关键词：rural children activity context constraint analysis new time geography child-friendly 
Script-to-Storyboard: A new contextual retrieval dataset and benchmark
《Computational Visual Media》2025年第1期103-122,共20页Xi Tian Yong-Liang Yang Qi Wu 
supported by RCUK grant CAMERA(EP/M023281/1,EP/T022523/1);the Centre for Augmented Reasoning(CAR)at the Australian Institute for Machine Learning,and a gift from Adobe.
Storyboards comprising key illustrations and images help filmmakers to outline ideas,key moments,and story events when filming movies.Inspired by this,we introduce the first contextual benchmark dataset Script-to-Stor...
关键词：DATASET BENCHMARK text-based image retrieval MOVIE 
Exploring contextual priors for real-world image super-resolution
《Computational Visual Media》2025年第1期159-177,共19页Shixiang Wu Chao Dong Yu Qiao 
Real-world blind image super-resolution is a challenging problem due to the absence of target high resolution images for training.Inspired by the recent success of the single image generation based method SinGAN,we ta...
关键词：unsupervised learning blind super-resolution image context image generation 
ASL-OOD:Hierarchical Contextual Feature Fusion with Angle-Sensitive Loss for Oriented Object Detection
《Computers, Materials & Continua》2025年第2期1879-1899,共21页Kexin Wang Jiancheng Liu Yuqing Lin Tuo Wang Zhipeng Zhang Wanlong Qi Xingye Han Runyuan Wen 
supported by the Key Research and Development Program of Shaanxi Province(2024GX-YBXM-010).
Detecting oriented targets in remote sensing images amidst complex and heterogeneous backgrounds remains a formidable challenge in the field of object detection.Current frameworks for oriented detection modules are co...
关键词：Oriented object detection transformer deep learning 
Exploring the Chameleon Effect of Contextual Dynamics in Temporal Knowledge Graph for Event Prediction
《Tsinghua Science and Technology》2025年第1期433-455,共23页Xin Liu Yi He Wenxin Tai Xovee Xu Fan Zhou Guangchun Luo 
supported by the National Natural Science Foundation of China(Nos.62176043 and 62072077);the Grant SCITLAB-30002 of Intelligent Terminal Key Laboratory of Sichuan Province.
The ability to forecast future events brings great benefits for society and cyberspace in many public safety domains,such as civil unrest,pandemics and crimes.The occurrences of new events are often correlated or depe...
关键词：temporal knowledge graph event forecasting graph neural networks self-supervised learning explainability 
基于Contextual Transformer的自动驾驶单目3D目标检测
《计算机工程与应用》2024年第19期178-189,共12页厍向阳 颜唯佳 董立红 
陕西省自然科学基础研究项目(2019JLM-11);陕西省科技计划(2021JQ-576);陕西省教育厅项目(19JK0526)。
针对当前单目3D目标检测中存在的漏检和多尺度目标检测效果不佳的问题,提出了一种基于Contextual Transformer的自动驾驶单目3D目标检测算法(CM-RTM3D)。在ResNet-50网络中引入Contextual Transformer(CoT),构建ResNet-Transformer架构...
关键词：自动驾驶 单目3D目标检测 Contextual Transformer 多尺度感知 坐标注意力机制 
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