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个人简介

工作履历 2020.3-今:北京科技大学,自动化学院,教授 2014.11-2020.2:中国科学院自动化研究所,模式识别国家重点实验室,副研究员 2015.3-2016.3:瑞士洛桑联邦理工大学(EPFL),计算机视觉实验室(CVLab),访问学者 2011.7-2014.10:中国科学院自动化研究所,模式识别国家重点实验室,助理研究员 2006.9-2011.7:中国科学院自动化研究所,模式识别国家重点实验室,硕博连读 2002.9-2006.7:北京化工大学,本科

研究领域

计算机视觉、模式识别、图像处理、深度学习

代表性项目 中国科协“青年人才托举计划”,2018-01至2020-12,主持 国家自然科学基金面上项目,大规模二值特征描述子的快速匹配方法研究,2016-01至2019-12,主持 北京市自然科学基金面上项目,面向移动终端视觉应用的局部图像特征描述与匹配关键技术研究,2014-01至2016.12,主持 国家自然科学基金青年项目,基于机器学习的局部图像特征描述与融合机制研究,2013-01至2015-12,主持

近期论文

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专著: [1] Bin Fan, Zhenhua Wang, and Fuchao Wang. "Local Image Descriptor: Modern Approaches". Springer, 2015. 期刊: [1] Bin Fan, Qingqun Kong, Baoqian Zhang, Hongmin Liu, Chunhong Pan, and Jiwen Lu. "Efficient Nearest Neighbor Search in High Dimensional Hamming Space". Pattern Recognition, 2020 [2] Liang Yan#, Bin Fan#, Hongmin Liu, Chunlei Huo, Shiming Xiang, and Chunhong Pan. "Triplet Adversarial Domain Adaptation for Pixel-level Classification of VHR Remote Sensing Images". IEEE Transactions on Geoscience and Remote Sensing, 2020. [2] Yongcheng Liu, Bin Fan*, Lingfeng Wang, Jun Bai, Shiming Xiang, and Chunhong Pan ”Semantic Labeling in Very High Resolution Images via A Self-Cascaded Convolutional Neural Network”. ISPRS Journal of Photogrammetry and Remote Sensing, 2018. [3] Kun Ding, Chunlei Huo, Bin Fan*, Shiming Xiang, and Chunhong Pan. “In Defense of Locality-Sensitive Hashing”. IEEE Transactions on Neural Networks and Learning Systems, 2018. [4] Hengliang Luo, Yi Yang, Bei Tong, Fuchao Wu, and Bin Fan*. "Traffic Sign Recognition Using Multi-task Convolutional Neural Network". IEEE Transactions on Intelligent Transportation Systems, 2018 [5] Xinchao Wang, Bin Fan*, Shiyu Chang, Zhangyang Wang, Xianming Liu, Dacheng Tao, and Thomas S. Huang. "Greedy Batch-based Minimum-cost Flows for Tracking Multiple Objects". IEEE Transactions on Image Processing, 2017 [6] Zhenhua Wang, Bin Fan*, Gang Wang, and Fuchao Wu. "Exploring Local and Overall Ordinal Information for Robust Feature Description". IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016 [7] Bin Fan, Fuchao Wu, and Zhanyi Hu, "Rotationally Invariant Descriptors using Intensity Order Pooling", IEEE Transaction on Pattern Analysis and Machine Intelligence, 2012 会议: [1] Chaoxu Guo, Bin Fan*, Qian Zhang, Shiming Xiang, and Chunhong Pan. "AugFPN: Improving Multi-scale Feature Learning for Object Detection". CVPR, 2020. [2] Yongcheng Liu, Bin Fan*, Gaofeng Meng, Jiwen Lu, Shiming Xiang, and Chunhong Pan. "DensePoint: Learning Densely Contextual Representation for Efficient Point Cloud Processing". ICCV, 2019. [3] Chaoxu Guo, Bin Fan*, Jie Gu, Qian Zhang, Shiming Xiang, Véronique Prinet, and Chunhong Pan. "Progressive Sparse Local Attention for Video Object Detection". ICCV'19, 2019. [4] Yurun Tian, Xin Yu, Bin Fan*, Fuchao Wu, Huub Heijnen, and Vassileios Balntas. "SOSNet: Second Order Similarity Regularization for Local Descriptor Learning". CVPR, 2019. [5] Yongcheng Liu, Bin Fan*, Shiming Xiang, and Chunhong Pan. "Relation-Shape Convolutional Neural Network for Point Cloud Analysis". CVPR, 2019 [6] Yurun Tian, Bin Fan, and Fuchao Wu. "L2-Net: Deep Learning of Discriminative Patch Descriptor in Euclidean Space". CVPR'17, 2017. [7] Zhenhua Wang, Bin Fan, and Fuchao Wu, “Local Intensity Order Pattern for Feature Description” [8] Bin Fan, Fuchao Wu, and Zhanyi Hu, “Aggregating Gradient Distributions into Intensity Orders: A Novel Local Image Descriptor” [9] Bin Fan, Fuchao Wu, and Zhanyi Hu, “Line Matching Leveraged by Point Correspondences”

学术兼职

《Neurocomputing》、《The Visual Computer》杂志编委;VALSE第五届执行领域主席(EAC);中国计算机学会计算机视觉专委会、中国人工智能学会模式识别专委会、中国自动化学会模式分析与机器智能专委会、中国图象图形学会机器视觉专委会、中国图象图形学会视觉大数据专委会等多个专委会委员;IEEE Senior Member

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