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个人简介

庞彦伟,天津大学电气自动化与信息工程学院讲席教授、博士生导师、天津市类脑智能技术重点实验室主任。连续8年入选爱思唯尔中国高被引学者榜单、全球顶尖前10万科学家榜单。作为负责人承担国家自然科学基金青年项目、面上项目(2项)、优青项目、重点项目、国家重大科研仪器研制项目,承担国家科技创新2030-新一代人工智能重大项目。是中国图象图形学学会监事、天津市图象图形学学会常务理事、天津市青年科技工作者协会信息与电子科学专委会主任。获天津市科技进步一等奖、中国电子学会自然科学一等奖、天津市自然科学三等奖。主要研究医疗成像技术及仪器、视觉感与类脑计算技术。 主要经历: 2001.09-2004.12,中国科学技术大学,信息与通信工程专业,博士研究生。 2003.11-2004.11,微软亚洲研究院,媒体计算组,访问学生。 2005.03-2006.12,中国科学技术大学,电子科学与技术专业,博士后。 2007.01-2011.05,天津大学,信息与通信工程专业,副教授、硕导。 2011.06-至今,天津大学,信息与通信工程专业,教授、博导。 2019.12-至今,牵头创立天津市类脑智能技术重点实验室,担任主任。 2021.01-2021.12,天津大学,信息与通信工程专业,英才教授。 2022.01-至今,天津大学,信息与通信工程专业,讲席教授。 主要科研项目: 国家自然科学基金委员会,国家重大科研仪器研制项目“超轻超低场主动智能全身磁共振成像仪”,编号52227814,2023.01-2027.12,987万元(含间接费),项目负责人。 科技部,科技创新2030-新一代人工智能重大项目“类脑通用视觉模型及应用”,编号2022ZD0160400,2023.01-2025.12,3760万元(含自筹),项目负责人。 科技部,科技创新2030-新一代人工智能重大项目“无人系统自主智能精准感知与操控”子课题,编号2018AAA01028,2019.12-2022.12,246万元,子课题负责人。 国家自然科学基金委员会,重点项目“面向无人驾驶汽车的恶劣天气环境下视觉计算技术”,编号61632018,2017.01-2021.12,304万元(含间接费),项目负责人。 科技部,973项目“网络大数据融合感知与表示”子课题,编号2014CB340403,2014.08-2019.08,118万元,子课题负责人。 国家自然科学基金委员会,优秀青年科学基金项目“图像鲁棒特征提取与识别”,编号61222109,2013.01-2015.12,100万元,项目负责人。 讲授课程: 模式识别与类脑智能,本科生 统计模式识别,研究生 统计学习理论,博士生

研究领域

人工智能驱动的磁共振成像技术:深度学习、强化学习、图像重建、磁体设计、智能超材料、磁共振指纹(MRF)、显微成像、超低场成像、轻量化设计。视觉感知与类脑计算技术。应用场景包括床旁监测、车载急救、机载急救、空间生命观测、无人艇、无人车。

近期论文

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Yanbei Liu, Wanjin Shan, Xiao Wang, Zhitao Xiao, Lei Geng, Fang Zhang, Dongdong Du, Yanwei Pang: Cross-scale contrastive triplet networks for graph representation learning. Pattern Recognit. 145: 109907 (2024) Yueze Wang, Yanwei Pang, Chuan Tong: DSMENet: Detail and Structure Mutually Enhancing Network for under-sampled MRI reconstruction. Comput. Biol. Medicine 154: 106204 (2023) Yu Liu, Yanwei Pang, Xiaohan Liu, Yiming Liu, Jing Nie: DIIK-Net: A full-resolution cross-domain deep interaction convolutional neural network for MR image reconstruction. Neurocomputing 517: 213-222 (2023) Qiang Wang, Zhong Ji, Jin Li, Yanwei Pang: Mutual mentor: Online contrastive distillation network for general continual learning. Neurocomputing 537: 37-48 (2023) Shuangming Yang, Yanwei Pang, Haowen Wang, Tao Lei, Jing Pan, Jian Wang, Yaochu Jin: Spike-driven multi-scale learning with hybrid mechanisms of spiking dendrites. Neurocomputing 542: 126240 (2023) Xiyao Liu, Zhong Ji, Yanwei Pang, Zhi Han: Self-taught cross-domain few-shot learning with weakly supervised object localization and task-decomposition. Knowl. Based Syst. 265: 110358 (2023) Zhong Ji, Biying Cui, Yunlong Yu, Yanwei Pang, Zhongfei Zhang: Zero-shot classification with unseen prototype learning. Neural Comput. Appl. 35(17): 12307-12317 (2023) Jiale Cao, Yanwei Pang, Rao Muhammad Anwer, Hisham Cholakkal, Fahad Shahbaz Khan, Ling Shao: SipMaskv2: Enhanced Fast Image and Video Instance Segmentation. IEEE Trans. Pattern Anal. Mach. Intell. 45(3): 3798-3812 (2023) Hanqing Sun, Jiale Cao, Yanwei Pang: Semantic-aware self-supervised depth estimation for stereo 3D detection. Pattern Recognit. Lett. 167: 164-170 (2023) Zhong Ji, Jiacheng Hou, Yimu Su, Yanwei Pang, Xuelong Li: G2LP-Net: Global to Local Progressive Video Inpainting Network. IEEE Trans. Circuits Syst. Video Technol. 33(3): 1082-1092 (2023) Zhong Ji, Liyuan Hou, Xuan Wang, Gang Wang, Yanwei Pang: Dual Contrastive Network for Few-Shot Remote Sensing Image Scene Classification. IEEE Trans. Geosci. Remote. Sens. 61: 1-12 (2023) Zhong Ji, Zhishen Hou, Xiyao Liu, Yanwei Pang, Xuelong Li: Memorizing Complementation Network for Few-Shot Class-Incremental Learning. IEEE Trans. Image Process. 32: 937-948 (2023) Aqi Gao, Jiale Cao, Yanwei Pang, Xuelong Li: Real-Time Stereo 3D Car Detection With Shape-Aware Non-Uniform Sampling. IEEE Trans. Intell. Transp. Syst. 24(4): 4027-4037 (2023) Jin Xie, Yanwei Pang, Jing Nie, Jiale Cao, Jungong Han: Latent Feature Pyramid Network for Object Detection. IEEE Trans. Multim. 25: 2153-2163 (2023) Jiale Cao, Yanwei Pang, Jungong Han, Xuelong Li: Hierarchical Regression and Classification for Accurate Object Detection. IEEE Trans. Neural Networks Learn. Syst. 34(5): 2425-2439 (2023) Yan Zhang, Zhong Ji, Di Wang, Yanwei Pang, Xuelong Li: USER: Unified Semantic Enhancement with Momentum Contrast for Image-Text Retrieval. CoRR abs/2301.06844 (2023) Jiabei Wang, Yanwei Pang, Jiale Cao, Hanqing Sun, Zhuang Shao, Xuelong Li: Deep Intra-Image Contrastive Learning for Weakly Supervised One-Step Person Search. CoRR abs/2302.04607 (2023) Zhiqiang Dong, Jiale Cao, Rao Muhammad Anwer, Jin Xie, Fahad Shahbaz Khan, Yanwei Pang: LEAPS: End-to-End One-Step Person Search With Learnable Proposals. CoRR abs/2303.11859 (2023) Hanqing Sun, Yanwei Pang, Jiale Cao, Jin Xie, Xuelong Li: Transformer-based stereo-aware 3D object detection from binocular images. CoRR abs/2304.11906 (2023) Xiaohan Liu, Yanwei Pang, Xuebin Sun, Yiming Liu, Yonghong Hou, Zhenchang Wang, Xuelong Li: Image Reconstruction for Accelerated MR Scan with Faster Fourier Convolutional Neural Networks. CoRR abs/2306.02886 (2023) Hefeng Wang, Jiale Cao, Rao Muhammad Anwer, Jin Xie, Fahad Shahbaz Khan, Yanwei Pang: DFormer: Diffusion-guided Transformer for Universal Image Segmentation. CoRR abs/2306.03437 (2023) Zhong Ji, Zhihao Li, Yan Zhang, Haoran Wang, Yanwei Pang, Xuelong Li: Hierarchical Matching and Reasoning for Multi-Query Image Retrieval. CoRR abs/2306.14460 (2023)

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