MIR 2026年第一期已于2月正式出版，13篇最新好文 (2篇综述+11篇研究论文) 免费下载，欢迎阅读！
Challenges and Trends in Egocentric Vision: A Survey
Xiang Li, Heqian Qiu, Lanxiao Wang, Hanwen Zhang, Chenghao Qi, Linfeng Han, Huiyu Xiong, Hongliang Li
https://link.springer.com/article/10.1007/s11633-025-1599-4
https://www.mi-research.net/article/doi/10.1007/s11633-025-1599-4
综述 · Review
Transformers for Graph-based Recommender Systems: A Survey
Lorenzo Zangari, Silvio Raso, Andrea Tagarelli
https://link.springer.com/article/10.1007/s11633-025-1607-8
https://www.mi-research.net/article/doi/10.1007/s11633-025-1607-8
研究论文
Frontiers in Intelligent Colonoscopy
Ge-Peng Ji, Jingyi Liu, Peng Xu, Nick Barnes, Fahad Shahbaz Khan, Salman Khan, Deng-Ping Fan
https://link.springer.com/article/10.1007/s11633-025-1597-6
https://www.mi-research.net/article/doi/10.1007/s11633-025-1597-6
研究论文
Bootstrapping Large Language Models with Outside-knowledge for Knowledge-based Visual Question Answering
Yanze Min, Yawei Sun, Yin Zhu, Jun Zhu, Bo Zhang
https://link.springer.com/article/10.1007/s11633-025-1591-z
https://www.mi-research.net/article/doi/10.1007/s11633-025-1591-z
研究论文
RAB2-DEF: Dynamic and Explainable Defense Against Adversarial Attacks in Federated Learning to Fair Poor Clients
Nuria Rodríguez-Barroso, M. Victoria Luzón, Francisco Herrera
https://link.springer.com/article/10.1007/s11633-025-1557-1
https://www.mi-research.net/article/doi/10.1007/s11633-025-1557-1
研究论文
Energy-limited Lifelong Multi-agent Pickup and Delivery
Mingkai Tang, Lu Gan, Yuanhang Li, Xiaoyang Yan, Hongji Liu, Jin Wu
https://link.springer.com/article/10.1007/s11633-025-1569-x
https://www.mi-research.net/article/doi/10.1007/s11633-025-1569-x
研究论文
Autonomous Detection of Concrete Cracks Using Self-supervised DinoV2
Taoyuan Zhu, Ali Braytee, Karthick Thiyagarajan, Xing Zi, Samir Mustapha, Xian Tao, Mukesh Prasad
https://link.springer.com/article/10.1007/s11633-025-1553-5
https://www.mi-research.net/article/doi/10.1007/s11633-025-1553-5
研究论文
STRIVE: Structured Reasoning for Self-improvement in Claim Verification
Haisong Gong, Jing Li, Junfei Wu, Qiang Liu, Shu Wu
https://link.springer.com/article/10.1007/s11633-025-1598-5
https://www.mi-research.net/article/doi/10.1007/s11633-025-1598-5
研究论文
FM2S: Towards Spatially-correlated Noise Modeling in Zero-shot Fluorescence Microscopy Image Denoising
Jizhihui Liu, Qixun Teng, Qing Ma, Junhui Hou, Junjun Jiang
https://link.springer.com/article/10.1007/s11633-025-1595-8
https://www.mi-research.net/article/doi/10.1007/s11633-025-1595-8
研究论文
Hierarchical Open-vocabulary Part-object Segmentation with Knowledge-guided SAM
Xin-Jian Wu, Cheng-Lin Liu
https://link.springer.com/article/10.1007/s11633-025-1610-0
https://www.mi-research.net/article/doi/10.1007/s11633-025-1610-0
研究论文
Multi-level Attention Network for Accurate Crowd Counting in Challenging Rail Transit Environment
Jianfan Wu, Zhengyu Xie, Yong Qin, Jiali Wang
https://link.springer.com/article/10.1007/s11633-025-1581-1
https://www.mi-research.net/article/doi/10.1007/s11633-025-1581-1
研究论文
FT-Reg: Unsupervised Multimodal Medical Image Registration Using Dynamic Feature Translation
Fan Xu, Mingyang Zhao, Zhiying Wu, Hongbin Liu, Gaofeng Meng
https://link.springer.com/article/10.1007/s11633-025-1578-9
https://www.mi-research.net/article/doi/10.1007/s11633-025-1578-9
研究论文
A Generative Adversarial Network Guided Evolutionary Algorithm for Large-scale Sparse Multiobjective Optimization
Zhuanlian Ding, Junzhe Liu, Dengdi Sun, Xingyi Zhang, Bin Luo
https://link.springer.com/article/10.1007/s11633-025-1559-z
https://www.mi-research.net/article/doi/10.1007/s11633-025-1559-z
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关于Machine Intelligence Research
Machine Intelligence Research（简称MIR，原刊名International Journal of Automation and Computing）由中国科学院自动化研究所主办，于2022年正式出版。MIR立足国内、面向全球，着眼于服务国家战略需求，刊发机器智能领域最新原创研究性论文、综述、评论等，全面报道国际机器智能领域的基础理论和前沿创新研究成果，促进国际学术交流与学科发展，服务国家人工智能科技进步。期刊入选"中国科技期刊卓越行动计划"，已被ESCI、EI、Scopus、中国科技核心期刊、CSCD等20余家国际数据库收录，入选图像图形领域期刊分级目录-T2级知名期刊。2022年首个CiteScore分值在计算机科学、工程、数学三大领域的八个子方向排名均跻身Q1区，最佳排名挺进Top 4%，2023年CiteScore分值继续跻身Q1区。2024年获得首个影响因子(IF) 6.4，位列人工智能及自动化&控制系统两个领域JCR Q1区；2025年发布的最新影响因子达8.7，继续跻身JCR Q1区，最佳排名进入全球第6名；2025年一举进入中科院期刊分区表计算机科学二区。
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