基本信息

樊彬  男  硕导  中国科学院自动化研究所
电子邮件: bfan@nlpr.ia.ac.cn
通信地址: 北京市海淀区中关村东路95号中科院自动化研究所
邮政编码: 100190


更多信息:

www.nlpr.ia.ac.cn/fanbin

研究领域

主要从事计算机视觉、模式识别与图像处理方面的研究工作,已在国际权威期刊及学术会议上发表论文40余篇,获得国家发明专利授权6项。主持或正在承担国家级项目4项、省部级项目1项、企业合作项目2项,作为技术骨干参与多项国家自然科学基金重点项目与重大研究计划项目。现担任国际电气电子工程师学会(IEEE)高级会员、中国计算机学会计算机视觉专业委员会委员、中国人工智能学会模式识别专业委员会委员、中国自动化学会模式识别与机器智能专业委员会委员。应邀担任国际SCI期刊Neurocomputing的编委(Associate Editor)、2016IEEE冬季计算机视觉应用会议领域主席(Area Chair)、领域内顶级会议ICCV/CVPR/ECCV的程序委员会委员,此外还长期担任30多个国际知名期刊的审稿人。


研究工作获得2018年河南省科技进步二等奖,获2017年ACM北京新星奖,获得中国科协“青年人才托举工程”资助

招生信息

   
招生专业
081104-模式识别与智能系统
招生方向
计算机视觉,图像与视频处理,模式识别

教育背景

2006-09--2011-06   中国科学院自动化研究所   工学博士
2002-09--2006-06   北京化工大学   工学学士

工作经历

   
工作简历
2015-03~2016-03,瑞士洛桑联邦理工大学, 访问学者
2014-10~现在, 中国科学院自动化研究所, 副研究员
2011-07~2014-10,中国科学院自动化研究所, 助理研究员
社会兼职
2017-10-30-今,中国图象图形学会机器视觉专业委员会, 委员
2016-12-01-今,中国自动化学会模式识别与机器智能专委会, 委员
2016-12-01-今,中国人工智能学会模式识别专委会, 委员
2016-10-01-今,IEEE Senior Member,
2016-10-01-今,中国计算机学会计算机视觉专业委员会, 委员
2014-10-01-今,Neurocomputing, Associate Editor

教授课程

模式识别导论
国际会议Tutorial

1. "Modern Local Image Descriptors: Hand-crafted VS. Learning-based Methods", ACCV'2016, Taipei, Nov. 2016. 

2. "Local Feature Extraction and Learning for Computer Vision", CVPR'2017, Honolulu, Hawaii, July. 2017.

专利与奖励

   
奖励信息
(1) 2018年河南省科技进步奖, 二等奖, 省级, 2018
(2) 中国科协“青年人才托举工程”, 部委级, 2018
(3) 2017 ACM Beijing Rising Star Award, 其他, 2017
专利成果
( 1 ) 一种局部图像匹配方法, 发明, 2015, 第 1 作者, 专利号: ZL201310176573.5

出版信息

   
发表论文(CVPR/ICCV/ECCV是计算机视觉与模式识别领域的三大顶级会议)
[1] Fan, Bin, Kong, Qingqun, Wang, Xinchao, Wang, Zhiheng, Xiang, Shiming, Pan, Chunhong, Fua, Pascal. A Performance Evaluation of Local Features for Image-Based 3D Reconstruction. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2019, 28(10): 4774-4789, https://www.webofscience.com/wos/woscc/full-record/WOS:000480312800005.

[2] Tian, Yurun, Yu, Xin, Fan, Bin, Wu, Fuchao, Heijnen, Huub, Balntas, Vassileios, IEEE Comp Soc. SOSNet: Second Order Similarity Regularization for Local Descriptor Learning. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019)null. 2019, 11008-11017, 
[3] Liu, Yongcheng, Fan, Bin, Xiang, Shiming, Pan, Chunhong, IEEE Comp Soc. Relation-Shape Convolutional Neural Network for Point Cloud Analysis. 2019 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2019)null. 2019, 8887-8896, 
[4] Liu, Yongcheng, Fan, Bin, Wang, Lingfeng, Bai, Jun, Xiang, Shiming, Pan, Chunhong. Semantic labeling in very high resolution images via a self-cascaded convolutional neural network. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING[J]. 2018, 145: 78-95, http://dx.doi.org/10.1016/j.isprsjprs.2017.12.007.

[5] Ding, Kun, Huo, Chunlei, Fan, Bin, Xiang, Shiming, Pan, Chunhong. In Defense of Locality-Sensitive Hashing. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS[J]. 2018, 29(1): 87-103, http://dx.doi.org/10.1109/TNNLS.2016.2615085.

[6] Yan Liang, Fan Bin, Xiang Shiming, Pan Chunhong, IEEE. Adversarial Domain Adaptation with a Domain Similarity Discriminator for Semantic Segmentation of Urban Areas. 2018 25th IEEE International Conference on Image Processing (ICIP)null. 2018, 1583-1587, 
[7] Wang, Guoli, Fan, Bin, Zhou, Zhili, Pan, Chunhong. Ordinal pyramid coding for rotation invariant feature extraction. NEUROCOMPUTING[J]. 2017, 242(242): 150-160, http://dx.doi.org/10.1016/j.neucom.2017.02.071.

[8] Ding, Kun, Fan, Bin, Huo, Chunlei, Xiang, Shiming, Pan, Chunhong. Cross-Modal Hashing via Rank-Order Preserving. IEEE TRANSACTIONS ON MULTIMEDIA[J]. 2017, 19(3): 571-585, https://www.webofscience.com/wos/woscc/full-record/WOS:000395869400012.

[9] Wang, Guoli, Wang, Xinchao, Fan, Bin, Pan, Chunhong. Feature Extraction by Rotation-Invariant Matrix Representation for Object Detection in Aerial Image. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2017, 14(6): 851-855, https://www.webofscience.com/wos/woscc/full-record/WOS:000402092300013.

[10] Fan Bin. Context-aware Cascade Network for Sematic Labeling in VHR Image. ICIP. 2017, 
[11] Wang, Guoli, Fan, Bin, Xiang, Shiming, Pan, Chunhong. Aggregating Rich Hierarchical Features for Scene Classification in Remote Sensing Imagery. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING[J]. 2017, 10(9): 4104-4115, http://dx.doi.org/10.1109/JSTARS.2017.2705419.

[12] Wang, Xinchao, Fan, Bin, Chang, Shiyu, Wang, Zhangyang, Liu, Xianming, Tao, Dacheng, Huang, Thomas S. Greedy Batch-Based Minimum-Cost Flows for Tracking Multiple Objects. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2017, 26(10): 4765-4776, https://www.webofscience.com/wos/woscc/full-record/WOS:000406329500014.

[13] Tian, Yurun, Fan, Bin, Wu, Fuchao, IEEE. L2-Net: Deep Learning of Discriminative Patch Descriptor in Euclidean Space. 30TH IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR 2017)null. 2017, 6128-6136, 
[14] Zhong, Zisha, Fan, Bin, Bai, Jun, Xiang, Shiming, Pan, Chunhong, IEEE. STRUCTURED BINARY FEATURE EXTRACTION FOR HYPERSPECTRAL IMAGERY CLASSIFICATION. 2017 24TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP)null. 2017, 525-529, 
[15] Sui, Wei, Wang, Lingfeng, Fan, Bin, Xiao, Hongfei, Wu, Huaiyu, Pan, Chunhong. Layer-Wise Floorplan Extraction for Automatic Urban Building Reconstruction. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS[J]. 2016, 22(3): 1261-1277, http://dx.doi.org/10.1109/TVCG.2015.2505296.

[16] Fan Bin. Do We Need Binary Descriptors for 3D Reconstruction. CVPRWorkshops. 2016, 
[17] Wang, Zhenhua, Fan, Bin, Wang, Gang, Wu, Fuchao. Exploring Local and Overall Ordinal Information for Robust Feature Description. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE[J]. 2016, 38(11): 2198-2211, https://www.webofscience.com/wos/woscc/full-record/WOS:000385945000005.

[18] Zhong, Zisha, Fan, Bin, Ding, Kun, Li, Haichang, Xiang, Shiming, Pan, Chunhong. Efficient Multiple Feature Fusion With Hashing for Hyperspectral Imagery Classification: A Comparative Study. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING[J]. 2016, 54(8): 4461-4478, http://dx.doi.org/10.1109/TGRS.2016.2542342.

[19] Kun Ding, Chunlei Huo. kNN Hashing with Factorized Neighborhood Representation. ICCVnull. 2015, http://ir.ia.ac.cn/handle/173211/10849.

[20] Bi Yanhong, Fan Bin, Wu Fuchao, IEEE. Beyond Mahalanobis Metric: Cayley-Klein Metric Learning. 2015 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR)null. 2015, 2339-2347, 
[21] Wang Guoli, Fan Bin, Pan Chunhong, IEEE. ORDINAL PYRAMID POOLING FOR ROTATION INVARIANT OBJECT RECOGNITION. 2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP)null. 2015, 1349-1353, 
[22] Zhong, Zisha, Fan, Bin, Duan, Jiangyong, Wang, Lingfeng, Ding, Kun, Xiang, Shiming, Pan, Chunhong. Discriminant Tensor Spectral-Spatial Feature Extraction for Hyperspectral Image Classification. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2015, 12(5): 1028-1032, https://www.webofscience.com/wos/woscc/full-record/WOS:000351412200022.

[23] Zhu, Feiyun, Wang, Ying, Fan, Bin, Xiang, Shiming, Meng, Gaofeng, Pan, Chunhong. Spectral Unmixing via Data-Guided Sparsity. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2014, 23(12): 5412-5427, https://www.webofscience.com/wos/woscc/full-record/WOS:000345235900001.

[24] Wu Fuchao, Fan Bin. Affine Subspace Representation for Feature Description. European Conference on Compter Vision (ECCV)null. 2014, 94-108, http://ir.ia.ac.cn/handle/173211/4310.

[25] Fan, Bin, Kong, Qingqun, Trzcinski, Tomasz, Wang, Zhiheng, Pan, Chunhong, Fua, Pascal. Receptive Fields Selection for Binary Feature Description. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2014, 23(6): 2583-2595, http://dx.doi.org/10.1109/TIP.2014.2317981.

[26] Zhu, Feiyun, Fan, Bin, Zhu, Xinliang, Wang, Ying, Xiang, Shiming, Pan, Chunhong. 10,000+ Times Accelerated Robust Subset Selection (ARSS). http://arxiv.org/abs/1409.3660.

发表著作
Local Image Descriptor: Modern Approaches, Springer, 2015-12, 第 1 作者

科研活动

   
科研项目
( 1 ) 大规模二值特征描述子的快速匹配方法研究, 主持, 国家级, 2016-01--2019-12
( 2 ) 基于特征池与特征选择的低存储二值特征描述方法研究, 主持, 国家级, 2015-01--2018-12
( 3 ) 图像跟踪器, 主持, 院级, 2016-10--2017-12
( 4 ) 坐标自动识别系统, 主持, 院级, 2017-12--2019-05

指导学生

现指导学生

杨翼荣  硕士研究生  081104-模式识别与智能系统