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