Welcome to the
Homepage of Bin Fan |
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PhD, Professor, IEEE Senior Member, Email: bin.fan@ieee.org |
School of
Automation and Electrical Engineering |
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University of
Science and Technology Beijing |
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l Multiple positions of Posdoc/Lecture/Associate Professor are available,
please contact me if you have interest. l Our group is looking for highly
motivated students for Master or Ph.D degree with
strong interests in computer vision/machine intelligence/deep learning.
Contact me if you have interest. Bin
Fan received his BEng degree from Beijing University of Chemical Technology (BUCT)
in 2006, and PhD degree from the National Laboratory of Pattern Recognition
(NLPR), Institute of Automation, Chinese Academy of
Sciences (CASIA) in 2011 under supervision of Prof. Fuchao
Wu. After got his doctoral degree, he had been worked in the NLPR, firstly as
an Assistant Professor and then as an Associate Professor until 2020. He is
now a full professor in University of Science and Technology Beijing (USTB).
During 2015-2016, he visited the CVLab at EPFL,
working with Prof. Pascal Fua. Bin
Fan has wide research interests in Computer Vision, Pattern Recognition, and
Deep Learning. His research is mainly focused on addressing problems related
to applications of image classification, object detection, image
segmentation, 3D reconstruction, image localization, 3D point cloud analysis,
etc. He has published over 50 papers in highly ranked conferences and
journals in the field, including IEEE TPAMI/TIP/TNNLS/TMM/TGRS, Pattern
Recognition, CVPR, ICCV, AAAI, ECCV. He serves as an
Associate Editor of Neurocomputing and The Visual
Computer, SPC of IJCAI 2020, AC of ICME 2020, and PCs for ICCV/CVPR/ECCV/NeurIPS. He is a Senior member of IEEE since 2016, a
recipient of ACM Beijing Rising Star Award in 2017. |
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Research
Interests |
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l Computer
Vision l Pattern
Recognition l Deep
Learning l 3D
Point Cloud Analysis l Image
Processing |
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Education |
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l PhD,
Institute of Automation, Chinese Academy of Sciences (CASIA), 2011 l BE,
Beijing University of Chemical Technology, 2006 |
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Work
Experience |
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l 2020.3-now,
Professor, University of Science and Technology Beijing, Beijing, China l 2014.11-2020.2,
Associate Professor, National Laboratory of Pattern Recognition, Institute of
Automation, Chinese Academy of Sciences, Beijing, China l 2015.3-2016.3,
Visiting Scholar, Computer Vision Lab, EPFL, Lausanne, Switzerland l 2011.7-2014.10,
Assistant Professor, National Laboratory of Pattern Recognition, Institute of
Automation, Chinese Academy of Sciences, Beijing, China |
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News |
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l [2020.12]
One paper on 3D point cloud analysis accepted by Neurocomputing l [2020.10]
Two papers on 3D point cloud analysis accepted by ICPR 2020 l [2020.10]
One paper accepted by Neurocomputing l [2020.8]
One paper accepted by IEEE Transactions on Multimedia l [2020.8]
One paper accepted by Pattern Recognition l [2020.7]
One paper on mixed precision quantization for CNN models is accepted by ECCV
2020 l [2020.6]
One paper on video object detection is accepted by Neurocomputing l [2020.2]
One paper on object detection is accepted by CVPR 2020 l [2019.12] One paper on domain adaptation for semantic
segmentation is accepted by IEEE TGRS l [2019.10] One paper on binary feature matching is accepted by
Pattern Recognition l [2019.9] One paper on binary feature descriptor is accepted by
IEEE TCSVT l [2019.8] One paper on video caption is accepted by EMNLP 2019 l [2019.3] One paper on local feature evaluation is accepted by
IEEE TIP |
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Selected
Publications |
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Book |
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1.
Bin Fan, Zhenhua
Wang, and Fuchao Wang. "Local Image
Descriptor: Modern Approaches". Springer, 2015. |
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Journal |
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1.
Bin Fan, Hongmin
Liu, Hui Zeng, Jiyong Zhang, Xin Liu, and Junwei Han. "Deep Unsupervised Binary Descriptor
Learning through Locality Consistency and Self Distinctiveness". IEEE
Transactions on Multimedia (IEEE TMM), 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 (IEEE TGRS), 2020. 3.
Xiyan Liu, Gaofeng Meng,
Bin Fan, Shiming
Xiang, and Chunhong Pan. "Geometric
Rectification of Document Images using Adversarial Gated Unwarping Network".
Pattern Recognition (PR), 2020. 4.
Bin Fan, Qingqun
Kong, Baoqian Zhang, Hongmin
Liu, Chunhong Pan, and Jiwen
Lu. "Efficient Nearest Neighbor Search in High Dimensional Hamming Space". Pattern Recognition (PR), 2020. 5.
Hongmin Liu, Qianqian Zhang, Bin Fan, Zhiheng
Wang, and Junwei Han. "Features Combined
Binary Descriptor based on Voted Ring-sampling pattern". IEEE Transactions on Circuits and Systems
for Video Technology (IEEE
TCSVT), 2020. 6.
Bin Fan, Qingqun Kong, Xinchao
Wang, Zhiheng Wang, Shiming
Xiang, Chunhong Pan, and Pascal Fua.
"A Performance Evaluation of Local Features for Image Based 3D
Reconstruction". IEEE Transactions on Image Processing (IEEE
TIP), 2019. 7.
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 (PHRS), 2018. [code] 8.
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 (IEEE TITS),
2018 9.
Kun Ding, Chunlei Huo, Bin Fan,
Shiming Xiang, and Chunhong
Pan. "In Defense of Locality-Sensitive Hashing". IEEE
Transactions on Neural Network and Learning System (IEEE TNNLS),
29(1):87-103, 2018. 10.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 (IEEE TIP), 26(10):4765-4776, 2017 11.Kun
Ding, Bin Fan, Chunlei Huo, Shiming Xiang, and Chunhong Pan. "Cross-Modal Hashing via Rank-Order
Preserving". IEEE Transactions on Multimedia (IEEE
TMM), 19(3): 571-585, 2017. 12.Zisha Zhong, Bin
Fan, Kun Ding, Haichang Li, Shiming
Xiang, and Chunhong Pan. "Efficient Multiple
Feature Fusion with Hashing for Hyperspectral Imagery Classification: A
Comparative Study". IEEE Transactions on Geoscience and Remote
Sensing (IEEE TGRS), 54(8): 4461-4478, 2016. 13.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 (IEEE
TPAMI), 38(11): 2198-2211, 2016. [code] 14.Wei
Sui, Lingfeng Wang, Bin Fan, Hongfei Xiao, Huaiyu Wu, and Chunhong Pan. "Layer-wise Floorplan Extraction for
Automatic Urban Building Reconstruction". IEEE Transactions on
Visualization and Computer Graphics (IEEE TVCG), 22(3):
1261-1277, 2016. 15.Bin Fan, Qingqun Kong, Tomasz Trzcinski, Zhiheng Wang, Chunhong Pan, and Pascal Fua.
"Receptive Fields Selection for Binary Feature Description". IEEE
Transactions on Image Processing (IEEE TIP), 23(6):
2583-2595, 2014. 16.Feiyun Zhu, Ying Wang, Bin
Fan, Shiming Xiang, Gaofeng
Meng, and Chunhong Pan.
"Spectral Unmixing via Data-guided Sparity". IEEE Transactions on Image
Processing (IEEE TIP), 23(12): 5412-5427, 2014. 17.Bin
Fan, Fuchao Wu, and Zhanyi
Hu, "Rotationally Invariant Descriptors using Intensity Order
Pooling", IEEE Transaction on Pattern Analysis and Machine
Intelligence (IEEE TPAMI), 34(10): 2031-2045, 2012. [code] 18.Bin
Fan, Fuchao Wu, and Zhanyi
Hu, "Robust Line Matching through Line-point Invariants", Pattern
Recognition (PR), 45(2): 794-805, 2012. |
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Conferences |
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1.
Haibao Yu, Qi Han, Jianbo Li, Jianping Shi, Guangliang Cheng,
and Bin Fan. "Search What You
Want: BP-NAS for Mixed Precision Quantization". In Proceedings
of the European Conference on Computer Vision (ECCV 2020), 2020. [pdf] 2.
Chaoxu Guo, Bin Fan, Qian Zhang, Shiming Xiang, and
Chunhong Pan. "AugFPN:
Improving Multi-scale Feature Learning for Object Detection". In Proceedings of IEEE Computer Society
Conference on Computer Vision and Pattern Recognition (CVPR 2020), 2020. [pdf] [code] 3.
Yongcheng Liu, Bin Fan, Gaofeng Meng, Jiwen Lu, Shiming Xiang, and Chunhong
Pan. "DensePoint: Learning Densely Contextual
Representation for Efficient Point Cloud Processing". In Proceedings
of IEEE Conference on Computer Vision (ICCV 2019), 2019. [pdf] [code] 4.
Chaoxu Guo, Bin Fan, Jie Gu, Qian Zhang, Shiming Xiang, Veronique Prinet,
and Chunhong Pan. "Progressive Sparse Local
Attention for Video Object Detection". In Proceedings of IEEE
Conference on Computer Vision (ICCV 2019), 2019. [pdf] 5.
Yongcheng Liu, Bin Fan, Shiming
Xiang, and Chunhong Pan. "Relation-Shape
Convolutional Neural Network for Point Cloud Analysis". In Proceedings
of IEEE Computer Society Conference on Computer Vision and Pattern
Recognition (CVPR 2019),
2019. [pdf] [code] (Best paper finalists) 6.
Yurun Tian, Xin Yu, Bin Fan, Fuchao
Wu, Huub Heijnen, and Vassileios Balntas. "SOSNet: Second Order Similarity Regularization for Local
Descriptor Learning". In Proceedings of IEEE Computer
Society Conference on Computer Vision and Pattern Recognition (CVPR 2019), 2019. [pdf] [code] 7.
Yurun Tian, Bin Fan, and Fuchao
Wu. "L2-Net: Deep Learning of Discriminative Patch Descriptor in
Euclidean Space". In Proceedings of IEEE Computer Society
Conference on Computer Vision and Pattern Recognition (CVPR 2017), 2017. [pdf] [code] 8.
Kun Ding, Chunlei Huo, Bin Fan,
and Chunhong Pan. "kNN Hashing with Factorized Neighborhood
Representation". In Proceedings of International Conference
on Computer Vision (ICCV 2015),
2015. [pdf] 9.
Yanhong Bi, Bin Fan, and Fuchao
Wu. "Beyond Mahalanobis Metric: Cayley-Klein
Metric Learning". In Proceedings of IEEE Computer Society
Conference on Computer Vision and Pattern Recognition (CVPR 2015), 2015. [pdf] 10.Feiyun Zhu, Bin Fan,
Xinliang Zhu, Ying Wang, Shiming
Xiang, and Chunhong Pan. "10,000+ Times
Accelerated Robust Subset Selection (ARSS) ". The Twenty-Ninth
AAAI Conference on Artificial Intelligence (AAAI 2015), 2015. 11.Zhenhua Wang, Bin Fan,
and Fuchao Wu. "Affine Subspace Representation
for Feature Description". In Proceedings of the European
Conference on Computer Vision (ECCV
2014), 2014. 12.Zhenhua Wang, Bin Fan,
and Fuchao Wu, "Local Intensity Order Pattern
for Feature Description". In Proceedings of International
Conference on Computer Vision (ICCV
2011), 2011. 13.Bin Fan, Fuchao
Wu, and Zhanyi Hu, "Aggregating Gradient Distributions
into Intensity Orders: A Novel Local Image Descriptor". In Proceedings
of IEEE Computer Society Conference on Computer Vision and Pattern
Recognition (CVPR 2011),
2011. 14.Bin Fan, Fuchao
Wu, and Zhanyi Hu, "Line Matching Leveraged by
Point Correspondences". In Proceedings of IEEE Computer
Society Conference on Computer Vision and Pattern Recognition (CVPR 2010), 2010. |
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Professional
Activities |
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l Associate Editor of Neurocomputing
(Elsevier), since 2014.10 l Associate Editor of The Visual Computer
(Springer), since 2020.2 l Area Chair:
WACV 2016, ICME 2020, ICME 2021 l Senior Program
Committee Member: IJCAI 2020, IJCAI 2021 l Executive Area
Chair (EAC): VALSE l Program Committee
Member: CVPR (2011-2021), ICCV(2011-2019), ECCV (2012-2020), NeurIPS (2019-2020), AAAI (2019-2021), ICML (2020-2021), ICLR
2021, etc. l Journal
reviewer: IEEE TPAMI¡¢IEEE TIP¡¢IEEE TCB¡¢IEEE TNNLS¡¢IEEE TMM¡¢IEEE TGRS¡¢IEEE TCSVT¡¢Pattern Recognition¡¢ISPRS JPHRS, etc. |
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Alumni |
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l Zhenhua Wang, PhD (2008-2014, co-supervise with
Prof. Fuchao Wu), (first job) PosDoc
at NTU, Singapore; (now) Lead Researcher at Alibaba Group, China l Feiyun Zhu, PhD (2011-2015, co-supervise with
Prof. Chunhong Pan), (first job) PosDoc at Michigan University, USA; (now) Research at Sam's
Club, USA l Zisha Zhong, PhD
(2011-2016, co-supervise with Prof. Chunhong Pan),
(first job) PosDoc at The University of Iowa, USA; l Guoli Wang, PhD (2012-2017, co-supervise with
Prof. Chunhong Pan), (first job) Researcher at
Samsung Research, China; (now) Researcher at Horizontal Robotics, China l Kun Ding, PhD
(2015-2017, co-supervise with Prof, Chunhong Pan),
(first job) Researcher at DiDi, China l Yanhong Bi, PhD (2011-2018, co-supervise with
Prof. Fuchao Wu), (first job) Researcher at CNKI,
China l Yurun Tian, PhD (2014-2019, co-supervise with
Prof. Fuchao Wu), (first job) PosDoc
at Imperial College London, UK l Yongcheng Liu, PhD
(2015-2019, co-supervise with Prof. Chunhong Pan),
(first job) Assistant Professor at NLPR, CASIA l Chaoxu Guo, MS
(2017-2019, co-supervise with Prof. Chunhong Pan),
(first job) Researcher at Alibaba Group, China l Hua Lin, MS
(2017-2019, co-supervise with Prof. Chunhong Pan),
(first job) Researcher at UISEE, China |