Representative Publications
1. Automatic Image/Video Analysis:
B. Zhang, H. Luo,
J. Fan
,
``Statistical modeling for automatic image indexing and retrieval"
,
Neurocomputing
, vol. 207, pp. 105-119, 2016.
J. Fan
, David K.Y. Yau, Ahmed K. Elmagarmid, Walid G. Aref,
``Automatic image segmentation by integrating color edge detection and seeded region growing"
,
IEEE Trans. on Image Processing
, vol.10, no.10, Oct., pp.1454-1466, 2001.
Source Code
Z. Li,
J. Fan
,
``Stochastic Contour Approach for Automatic Image Segmentation"
,
Journal of Electronic Imaging
, vol.18, no.04, 2009.
Z. Li, H. Luo,
J. Fan
,
``Incorporating Camera Metadata for Attended Region Detection and Consumer Photo Classification"
,
ACM Multimedia (MM'09)
, Beijing, 2009. A long version is also published on
Multimedia Tools and Applications
, 2010.
journal version
2. Large-Scale Image/Video Indexing and Access Control
J. Yu, B. Zhang, Z. Kuang, D. Lin,
J. Fan
,
``iPrivacy: Image privacy protection by identifying sensitive objects via deep multi-task learning",
IEEE Transactions on Information Forensics and Security
, vol. 13, no.2, 2017.
J. Fan
, H. Luo, A.K. Elmagarmid,
``Concept-Oriented Indexing of Video Database towards More Effective Retrieval and Browsing"
,
IEEE Trans. on Image Processing
, vol.13, no.7, pp.974-992, 2004.
Video
J. Fan
, X. Zhu, A.K. Elmagarmid, W.G. Aref, L. Wu,
``ClassView: Hierarchical Video Shot Classification, Indexing, and Accessing"
,
IEEE Trans. on Multimedia
, vol.6, no.1, pp.70-86, 2004.
E. Bertino,
J. Fan
, E. Ferrari, M.-S. Hacid, A.K. Elmagarmid, Xingquan Zhu,
``A Hierarchical Access Control Model for Video Database Systems"
,
ACM Trans. on Information Systems
, vol.21, no.2, pp.155-191, 2003.
3. Large-Scale Image/Video Cleansing and Exploration
N. Zhou,
J. Fan
,
``Automatic image-text alignment for large-scale web image indexing and retrieval"
,
Pattern Recognition
, vol.48, no.1, pp.205-219, 2015.
J. Peng, Y. Shen,
J. Fan
,
``Cross-modal social image clustering and tag cleansing",
J. Visual Communication and Image Representation
, vol. 24, no.7, pp.895-910, 2013.
C. Yang, J. Shen, J. Peng,
J. Fan
,
``Image collection summarization via dictionary learning for sparse representation"
,
Pattern Recognition
, vol. 46, no.3, pp.948-961, 2013. The short version was presented at IEEE CVPR 2012.
J. Fan
, Y. Shen, C. Yang, N. Zhou,
``Harvesting Large-Scale Weakly-Tagged Image Databases from the Web"
,
IEEE Conf. on Computer Vision and Pattern Recognition (CVPR'10)
, 2010.
Y. Shen,
J. Fan
,
``Leveraging Loosely-Tagged Images and Inter-Object Correlations for Tag Recommendation"
,
ACM Multimedia
, 2010.
H. Luo,
J. Fan
, Y. Zhou,
``Multimedia news exploration and retrieval by integrating keywords, relations and visual features"
,
Multimedia Tools and Applications
, vol.51, pp.625–648, 2011.
J. Fan
, H. Luo, Y. Shen, C. Yang,
``Integrating Visual and Semantic Contexts for Topic Network Generation and Word Sense Disambiguation"
,
ACM Conf. on Image and Video Retrieval (CIVR'09)
, 2009.
Y. Gao, J. Peng, H. Luo, D. Keim,
J. Fan
,
``An Interactive Approach for Filtering out Junk Images from Keyword-Based Google Search Results"
,
IEEE Trans. on Circuits and Systems for Video Technology
, vol. 19, no.10, 2009. Some preliminary results are also presented at
MMM'08
. Online demo is available at
Junk Images filtering demo
J. Fan
, D.A. Keim, Y. Gao, H. Luo, Z. Li,
``JustClick: Personalized Image Recommendation via Exploratory Search from Large-Scale Flickr Images"
,
IEEE Trans. on Circuits and Systems for Video Technology
, vol. 19, no.2, pp.273-288, 2009.
Video
H. Luo,
J. Fan
, S. Satoh, J. Yang, W. Ribarsky,
``Integrating Multi-Modal Content Analysis and Hyperbolic Visualization for Large-Scale News Videos Retrieval and Exploration"
,
Signal Processing: Image Communication
, special issue on Semantic Analysis for Interactive Multimedia Services, vol.23, no.8, pp.538-553, 2008. Some preliminary results are also presented at
IEEE VAST'07
and
IEEE VAST'06
.
Video
.
4. Statistical Learning for Image/Video Classification
J. Fan
, T. Zhao, Z. Kuang, Y. Zheng, J. Zhang, J. Yu, J. Peng,
``HD-MTL: Hierarchical Deep Multi-Task Learning for Large-Scale Visual Recognition"
,
IEEE Trans. Image Processing
, vol. 25, no.3, 2017.
Y. Zheng,
J. Fan
, J. Zhang, X. Gao,
``Hierarchical learning of multi-task sparse metrics for large-scale image classification"
,
Pattern Recognition
, vol. 67, pp.97-109, 2017.
J. Fan
, J. Peng, L. Gao, N. Zhou,
``Hierarchical Learning of Discriminative Tree Classifiers for Large-Scale Plant Species Identification"
,
IEEE Trans. Image Processing
, vol.24, vol.11, pp. 4172-4184, 2015.
N. Zhou,
J. Fan
,
``Jointly Learning Visually Correlated Dictionaries for Large-Scale Visual Recognition Applications"
,
IEEE Trans. Pattern Anal. Mach. Intell.
, vol.36, no., pp.715-730, 2014. The short version was presented at IEEE CVPR 2012.
H. Lei, K. Mei, N. Zheng, P. Dong, N. Zhou,
J. Fan
``Learning group-based dictionaries for discriminative image representation"
,
Pattern Recognition
, vol. 47, no.2, pp.899-913, 2014.
J. Fan
, X. He, N. Zhou, J. Peng, R. Jain,
``Quantitative Characterization of Semantic Gaps for Learning Complexity Estimation and Inference Model Selection"
,
IEEE Transactions on Multimedia, vol. 14, no.5, pp.1414-1428, 2012.
J. Fan
, Y. Shen, C. Yang, N. Zhou,
``Structured Max-Margin Learning for Inter-Related Classifier Training and Multi-Label Image Annotation"
,
IEEE Trans. on Image Processing
, 2011.
J. Fan
, Y. Gao, H. Luo,
``Integrating Concept Ontology and Multi-Task Learning to Achieve More Effective Classifier Training for Multi-Level Image Annotation"
,
IEEE Trans. on Image Processing
, vol. 17, no.3, pp.407-426, 2008.
J. Fan
, Y. Gao, H. Luo, R. Jain,
``Mining Multi-Level Image Semantics via Hierarchical Classification"
,
IEEE Trans. on Multimedia
, special issue on Multimedia Data Mining, vol. 10, no.1, pp.167-187, 2008. Some preliminary results are also presented at
MIR'06
,
Video
J. Fan
, Y. Gao, H. Luo,
``Hierarchical classification for automatic image annotation"
, ACM SIGIR, Amsterdam, pp.111-118, 2007.
Presentation Slides
B. Li, M. Chi,
J. Fan
, X. Xue,
``Support Cluster Machine"
, International Conference on Machine Learning (ICML'07), June 20-24, 2007, Oregon, USA.
J. Fan
, H. Luo, Y. Gao, R. Jain,
``Incorporating Concept Ontology for Hierarchical Video Classification, Annotation and Visualization"
,
IEEE Trans. on Multimedia
, special issue on Semantic Image and Video Indexing in Broad Domains, vol. 9, no.5, pp. 939-957, 2007. Some preliminary results are also presented at
ACM Multimedia'06
.
Y. Gao,
J. Fan
, H. Luo, X. Xue, R. Jain,
``Automatic Image Annotation by Incorporating Feature Hierarchy and Boosting to Scale up SVM Classifiers",
ACM Multimedia, Santa Barbara, CA, 2006.
Presentation Slides
,
Video
J. Fan
, Y. Gao, H. Luo,
``Multi-level annotation of natural scenes using dominant image components and semantic image concepts"
,
ACM Multimedia
, New York, Oct.10-15, 2004 (
Best Paper Runner-ups
),
Presentation Slides
,
Video
. An extended journal version for this work:
J. Fan
, Y. Gao, H. Luo, G. Xu,
``Statistical modeling and conceptualization of natural images"
,
Pattern Recognition
, vol.38, no.6, pp.865-885, 2005.
If we know what we were doing, it wouldn't be research, would it?
---Albert Einstein(1879-1955)---