Books and Book Chapters
-
S.Z. Li. Markov
Random Field Modeling in Image Analysis. Springer-Verlag, 2001. (This is the 2nd edition of Markov Random Field Modeling in Computer
Vision, 1995).
- S.Z. Li. ``Shape
Matching Based on Invariants'' (of tutorial nature). In Omid Omidvar (ed), Shape Analysis,
pp.203-228, Volume 6 of Progress in Neural Networks. Ablex. May 1999.
- S.Z. Li, D.P. Mital,
E.K. Teoh, H. Wang (Ed.). Recent Developments in Computer Vision.
Lecture Notes in Computer Science - 1035. Springer-Verlag,
1996.
Selected Journal Papers
- S.Z. Li, K.L. Chan and C.L. Wang. ``Performance Evaluation of the Nearest Feature
Line Method in Image Classification and Retrieval''. IEEE Transactions on Pattern
Analysis and Machine Intelligence, 22(11):1335-1339. November,
2000.
- S.Z. Li. ``Content-based
Classification and Retrieval of Audio Using the Nearest Feature Line
Method''. IEEE
Transactions on Speech and Audio Processing, 8(5):619-625.
September 2000.
- S.Z. Li. ``Roof-Edge
Preserving Image Smoothing Based on MRFs''. IEEE Transactions on Image
Processing. 9(6):1134-1138, June, 2000.
- S.Z. Li. ``Toward
Global Solution to MAP Image Restoration and Segementation: Using Common
Structure of Local Minima''. Pattern
Recognition. 33(4):715-723, April, 2000.
- S.Z. Li. ``Recognizing
Multiple Overlapping Objects in Image: An Optimal Formulation''. IEEE Transactions on Image
Processing. 9(2):273-276, February, 2000.
- S.Z. Li, J. Lu. ``Face
Recognition Using the Nearest Feature Line Method''. IEEE Transactions on Neural
Networks, 10(2):439-443, March, 1999.
- L. Wang, J. Liu and S.Z. Li. `` MRF Parameter Estimation by MCMC Method''.
Pattern recognition,
accepted 1999.
- S.Z. Li. ``MAP
Image Restoration and Segmentation By Constrained
Optimization''. IEEE
Transactions on Image Processing. 7(12):1730-1735, December,
1998.
- S.Z. Li. ``Close-Form
Solution and Parameter Selection for Convex Minimization Based
Edge-Preserving Smoothing''. IEEE
Transactions on Pattern Analysis and Machine Intelligence, 20(9):916-932,
September, 1998.
- S.Z. Li. ``Bayesian
Object Matching''. Journal
of Applied Statistics, 25(3):425-443, 1998.
- S.Z. Li, H. Wang, and W.Y.C. Soh.
``Robust Estimation of Rotation
Angles from Image Sequences Using the Annealing M Estimator''. Journal of Mathematical Imaging
and Vision, 8(2):181-192 1998.
- S.Z. Li, W.Y.C. Soh,
E.K. Teoh. ``Relaxation
labeling using augmented Lagrange-Hopfield method''. Pattern Recognition.
31(1):73-81, 1998.
- S.Z. Li, H. Wang, K.L. Chan, and M. Petrou. ``Energy minimization and
relaxation labeling''. Journal
of Mathematical Imaging and Vision, vol.7, pp.149-161, 1997.
- S.Z. Li. ``Parameter estimation
for optimal object recognition: Theory and application''. International Journal of Computer
Vision, 21(3):207-222, 1997.
- S.Z. Li. ``Invariant representation,
recognition and pose estimation of 3D space curves under similarity
transformations''. Pattern
recognition, 30(3):447-458, 1997
- S.Z. Li. ``Improving
Convergence and Solution Quality of Hopfield-Type Neural Network with
Augmented Lagrange Multipliers''. IEEE
Transactions on Neural Networks, 7(6):1507-1516, November,
1996.
- S.Z. Li. ``Robustizing robust
M-estimation using deterministic annealing''. Pattern Recognition,
29(1):159-166, 1996.
- S.Z. Li. ``On
discontinuity-adaptive smoothness priors in computer vision''. IEEE Transactions on Pattern
Analysis and Machine Intelligence, 17(6):576-586, June 1995.
- S.Z. Li. ``Discontinuity-adaptive MRF
prior and robust statistics: A comparative study''. Image and Vision Computing,
13(4):pages 227-233, April 1995.
- S.Z. Li. ``Adaptive sampling and mesh
generation''. Computer
Aided Design, 27(3):235-240, March 1995.
- S.Z. Li, J. Kittler, and M. Petrou.
``Automatic registration of aerial photographs and digital maps''. Optical Engineering,
32(6):1213-1221, June 1993.
- S.Z. Li. ``Towards 3D vision from range images: An optimization
framework and parallel networks''. CVGIP:
Image Understanding, 55(3):231-260, May 1992.
- S.Z. Li. ``Matching: invariant to
translations, rotations and scale changes''. Pattern Recognition,
25(6):583-594, June 1992.
- S.Z. Li. ``Object
recognition from range data prior to segmentation''. Image and Vision Computing,
10(8):566-576, October 1992.
- S.Z. Li. ``Invariant surface segmentation
through energy minimization with discontinuities''. International Journal of Computer
Vision, 5(2):161-194, 1990.
- S.Z. Li. ``A design of fast emitter identifier
with multi-factor decision''. Journal
of Radar, pages 1-14, January 1986. (in Chinese)
- S.Z. Li. ``Robust M detection''. Acta Electronica
Sinica, 11(6):103-107, June 1983. (in Chinese) .
Selected Conference Papers
- S.Z. Li and G.D. Guo.
``Content-Based Audio Classification and
Retrieval Using SVM Learning''. PCM 2000.
- G.D. Guo, S.Z. Li, and K.L.
Chan. ``Learning Similarity for texture
Image Retrieval''. In Proceedings of the European Conference on Computer
Vision. Dublin, Ireland. June, 2000.
- Q. Gu.
and S.Z. Li. ``Combining Feature Optimization
into Neural Network Based Face Recognition''. In Proceedings of The 15th International Conference on Pattern
Recognition. Barcelona, Catalonia, Spain. September, 2000.
- G.D. Guo, S.Z. Li, and
K.L. Chan. ``Face Recognition by Support
Vector Machines''. In Proceedings of the 4th IEEE International
Conference on Automatic Face and Gesture Recognition. Grenoble, France.
28-30 March, 2000.
- R. Liao and S.Z. Li. ``Face Recognition Based on Multiple Facial
Features''. In Proceedings of the 4th IEEE International Conference on
Automatic Face and Gesture Recognition. Grenoble, France. 28-30 March,
2000.
- S.Z. Li, J.W. Lu, and K. L. Chan. ``Face Detection Using Neural Learning with
Optimized Feature Set''. In Proceedings of the Fouth
Asian Conference on Computer Vision, Taipei, January, 2000.
- G.D. Guo, S.Z. Li,
K.L. Chan and H. Pan. ``Texture Image
Segmentation using Reduced Gabor Filter Set and Mean Shift Clustering''.
In Proceedings of the Fouth Asian Conference on
Computer Vision, Taipei, January, 2000.
- H. Pan, S.Z. Li, and G.D. Guo.
``Robust Unsupervised Clustering Using
Generalized Annealing M-Estimator''. In Proceedings of the Fouth Asian Conference on Computer Vision, Taipei,
January, 2000.
- S.Z. Li, and J.W. Lu.
``Modeling Bayesian Estimation for
Deformable Contours''. In Proceedings of 7th IEEE International
Conference on Computer Vision. pp.991-996. Kerkyra, Greece. September 20-27, 1999. extended version.
- J. Liu, L. Wang, and S.Z. Li. ``MRMRF Texture Classification and MCMC Parameter
Estimation''. Proceedings of Vision Interface'99 (VI'99). p143-148, Canada, 1999.
- S.Z. Li. ``Face
Recognition Based on Nearest Linear Combinations''. In Proceedings of
IEEE Computer Society Conference on Computer Vision and Pattern
Recognition. pp.839-844. Santa Barbara, CA. June
23-25, 1998.
- S.Z. Li, J.W. Lu, K.L. Chan, J. Liu and L. Wang.
``Hierarchical Linear Combinations for Face
Recognition''. In Proceedings of The 14th
International Conference on Pattern Recognition. Brisbane, Australia.
August 16-20, 1998.
- S.Z. Li and J.W. Lu. ``Generalizing Capacity of Face Database for Face
Recognition''. In Proceedings of the Third IEEE International
Conference on Automatic Face and Gesture Recognition. pp.402-405.
Nara, Japan. April 14-16, 1998.
- T. Liu, K.L. Chan, and S.Z. Li, ``Model-based
Active Object Recognition using MRF Matching and Sensor Plannign''. In Proceedings of
Asian Conference on Computer Vision 98; Lecture Notes in Computer
Science, Springer-Verlag, Hong Kong, Jan 1998.
- L. Wang, J. Liu and S.Z. Li. ``A Novel Texture Classification Method based on
Multiresolution MRF Modeling''. Journal of IES, Vol.40, No.1, 2000.
- L. Wang, J. Liu, and S.Z. Li. ``MRMRF-based
Texture Classification''. In Proceedings of Joint Conference on
Information Science(JCIS'98), Vol.4, p226-229.
Research Triangle Park, NC. 1998.
- L. Wang, J. Liu, and S.Z. Li. ``Texture
Classification Using Wavelet Decomposition with Markov Random Field
Models''. In International Conference on Image Processing, Vol.2,
p1613-1615, Brisbane, Australia, 1998.
- L. Wang, J. Liu, and S.Z. Li. ``Texture
Classification Using Multiresolution MRF Based
on NLC'', ICARCV'98, Vol.1, p205-209, Singapore, 1998.
- S.Z. Li and J. Hornegger.
``A Two-Stage Probabilistic
Approach For Object Recognition''. In
Proceedings of the European Conference on Computer Vision. University of
Freiburg, Germany. 2-6 June, 1998.
- S.Z. Li, Y. Huang, J. Fu and K. L. Chan. ``Edge-preserving smoothing by convex
minimization''. In Proceedings of the Third Asian Conference on
Computer Vision, Hong Kong, January, 1998.
- S.Z. Li. ``Toward
Global Solution to MAP Image Estimation: Using Common Structure of Local
Minima''. In Proceedings of the International Workshop on Energy
Minimization Methods in Computer Vision and Pattern Recognition. Ca' Dolfin, Venice, Italy, May 21-23, 1997.
- S.Z. Li and L.H. Chen. ``Augmented Lagrange-Hopfield
Method for Combinatorial Optimization''. In Proceedings of the
International Conference on Neural Information Processing. Hong Kong.
September 1996.
- S.Z. Li, K.L. Chan, and H. Wang. ``Bayesian Image Restoration and Segmentation by
Constrained Optimization''. In Proceedings of IEEE Computer Society
Conference on Computer Vision and Pattern Recognition, pages 1-6, San
Francisco, CA, June 1996.
- S.Z. Li. ``MRF
based matching and pose estimation ''. In Proceedings of the Second
Asian Conference on Computer Vision, Singapore, December, 1995.
- S.Z. Li. ``Parallel
distributed relaxation labeling''. In Proceedings of the Second Asian
Conference on Computer Vision, Singapore, December, 1995.
- S.Z. Li. ``Relaxation labeling using
Lagrange multipliers and Hopfield network''. In Proceedings of IEEE
International Conference on Image Processing, pages 266-269, Washington,
D.C., 1995.
- S.Z. Li, Y.H. Huang, and J. Fu. ``Convex MRF potential functions''.
In Proceedings of IEEE International Conference on Image Processing, pages
296-299, Washington, D.C., 1995.
- S.Z. Li. ``A
Markov random field model for object matching under contextual constraints''.
In Proceedings of IEEE Computer Society Conference on Computer Vision and
Pattern Recognition, pages 866-869, Seattle, Washington, June 1994.
- S.Z. Li, H. Wang, and M. Petrou.
``Relaxation labeling of
Markov random fields''. In Proceedings of International Conference on
Pattern Recognition, volume 1, pages 488-492, Jerusalem, Israel, October
1994.
- S.Z. Li. ``Markov
random field models in computer vision''. In Proceedings of the
European Conference on Computer Vision, volume B, pages 361-370,
Stockholm, Sweden, May 1994.
- S.Z. Li. ``Adaptation
to discontinuities and robustness to outliers''. In Proceedings of the
International Conference on Automation Robotics and Computer Vision,
Singapore, November 1994.
- S.Z. Li. ``Self-organization
of surface shapes''. In Proc. International Joint Conference on Neural
Networks, Nagoya, Japan, October 1993.
- S.Z. Li, H. Wang, T.-H. Ang, and K.-M. Bey. ``Detection of corners on 3D curves''. In Proc.
SPIE conference on Intelligent Robots and Robot Vision XIII: Computer
Vision, Product Inspection and Active Vision, Boston, MA, 31 October - 4
November 1994.
- S.Z. Li. ``Similarity invariants for
3D space curve matching''. In Proceedings of the First Asian
Conference on Computer Vision, pages 454-457, Osaka, Japan, November 1993.
- S.Z. Li, J. Kittler, and M. Petrou.
``Matching and recognition of road networks from aerial images''. In
Proceedings of the European Conference on Computer Vision, pages 857-861,
June 1992.
- S.Z. Li. ``Recognizing overlapping objects and
continuous speech''. In Proceedings of the International Conference on
Automation Robotics and Computer Vision, Singapore, September 1992.
- S.Z. Li. ``Mapping from
pixels to models: A connectionist approach''. In Proceedings of The 7th Scandinavian Conference on Image Ananlysis, Copenhagen, Denmark, August 1991.
- S.Z. Li. ``Reconstruction without
discontinuities''. In Proceedings of Third International Conference on
Computer Vision, pages 709-712, Osaka, Japan, December 1990.
- S.Z. Li. ``A curve analysis approach to surface
feature extraction from range image''. In Proceedings of International
Workshop on Machine Intelligence and Vision, Tokyo, Japan, April 1989.
- S.Z. Li. ``3D object recognition from range
images: Computational framework and neural networks''. In Proceedings of
2nd International Conference on Intelligent Autonomous Systems, pages
100-110, Amsterdam, Netherlands, December 1989.
- H. Wang and S.Z. Li. ``Solving the bas-relief
ambiguity''. In Proceedings of IEEE International Conference on Image
Processing, Austin, TX, 1994.
- H. Wang, S.Z. Li, and E. K. Teoh,
``A statistically unbiased method for computing the rotation angles from
image sequences''. In Proceedings of IEEE Workshop on Machine Vision
Applications, Tokyo, 1994.
- H. Wang, S.Z. Li, and E. K. Teoh,
``Visual control of a robot head''. In Proceedings of IEEE Workshop on
Machine Vision Applications, Tokyo, 1994.
- S.Z. Li and S.L. Wang. ``A morphological tool
for image analysis''. In Proceedings of Asia-Pacific Conference on Imaging
Techniques, pages 451--462, Nanjing, China, November 1987.
- S.Z. Li. ``Finding breakpoints on digital
curves''. In Proceedings of 2nd National Conference on Pattern Recognition
and Computer Graphics, pages 53--60, Zhangjiajie,
China, August 1986. (in Chinese)
- S.Z. Li. ``A design of fast emitter identifier
with multi-factor decision''. In Proceedings of 4th National Conference on
Radar, Chengdu, China, April 1985. (in Chinese)
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