Publications
[B1] J. Mullane, B.-N. Vo, M. Adams and
B.-T. Vo, Random Finite Sets in Robotic Map Building and
SLAM, Springer, May 2011, ISBN 3642213898
Book Chapters
[X1] B.-N. Vo, B.-T. Vo and D. Clark,
"Bayesian Multiple Target Filtering using Random Finite
Sets ", in M. Mallick, V. Krishnamurthy and B.-N. Vo,
Eds., Advanced Topics and Applications in Integrated
Tracking, Classification, and Sensor Management, Wiley,
Dec 2012, ISBN 978-0470639054
Journal Articles
[J1] B.-T. Vo, B.-N. Vo, A. Cantoni,
"Analytic Implementations of the Cardinalized Probability
Hypothesis Density Filter," IEEE Trans. on Signal
Processing, Vol. 55, No. 7, Part 2, pp.
3553-3567, Jul. 2007.
[J2] B.-T. Vo, B.-N.Vo, A. Cantoni,
"Bayesian Filtering with Random Finite Set observations,"
IEEE Trans. Signal Processing, Vol. 56, No. 4, pp.
1313-1326, Apr. 2008
[J3] D. Schuhmacher, B.-T. Vo, B.-N. Vo,
"A Consistent Metric for Performance Evaluation of
Multi-Object Filters," IEEE Trans. Signal Processing, Vol.
56, No. 8 Part 1, pp. 3447– 3457, Jul. 2008.
[J4] B.-T. Vo, B.-N. Vo, A. Cantoni,
"The Cardinality Balanced Multi-target Multi-Bernoulli
filter and its implementations," IEEE Trans. Signal
Processing, vol. 57, no. 2, pp. 409–423, Feb. 2009.
[J5] D. Clark, B. Ristic, B.-N. Vo,
B.-T. Vo, “Bayesian Multi-Object Filtering with Amplitude
Feature Likelihood for Unknown Object SNR”, IEEE Trans.
Signal Processing, Vol. 58, no. 1, pp. 26 – 37, Jan.
2010.
[J6] B.-N. Vo, B.-T. Vo, N.-T. Pham and
D. Suter, "Joint Detection and Estimation of Multiple
Objects from Image Observations," IEEE Trans. Signal
Processing, Vol. 58, No. 10, pp. 5129-5241, Oct. 2010.
[J7] J. Mullane, B.-N. Vo, M. Adams,
B.-T. Vo, "A Random Finite Set Approach to Bayesian SLAM,"
IEEE Trans. Robotics, Vol. 27, No. 2, pp. 268-282, Apr.
2011.
[J8] R. Mahler, B.-T. Vo, and B.-N. Vo,
"CPHD Filtering with Unknown Clutter Rate and Detection
Profile," IEEE Trans. Signal Processing, Vol. 59, No. 8,
pp. 3497-3513, Aug. 2011.
[J9] B.-T. Vo, D. Clark, B.-T. Vo, B.
Ristic, "Bernoulli Forward-Backward Smoothing for Joint
Target Detection and Tracking," IEEE Trans. Signal
Processing, Vol. 59, No. 9, pp. 4473-4477, Sep. 2011.
[J10] B. Ristic, B.-N. Vo, D. Clark,
B.-T. Vo, “A Metric for Performance Evaluation of
Multi-Target Tracking Algorithms”, IEEE Trans. Signal
Processing, Vol. 59, No. 7, pp. 3452-3457, Jul. 2011.
[J11] R. Mahler, B.-T. Vo, B.-N. Vo,
"Forward-Backward Probability Hypothesis Density
Smoothing," IEEE Trans. Aerospace & Electronic
Systems, Vol. 48, No. 1, pp. 707-728, Jan. 2012.
[J12] B.-N. Vo, B.-T. Vo, R. Mahler,
“Closed form solutions to forward-backward smoothing”,
IEEE Trans. Signal Processing, Vol. 60, No. 1, pp. 2 - 17,
Jan. 2012.
[J13] B.-T. Vo, C.-M. See, N. Ma, W.-T.
Ng, "Multi-sensor joint detection and tracking with the
Bernoulli Filter", IEEE. Trans. Aerospace and Electronic
Systems, Vol. 48, No. 2, pp. 1385 - 1402, Apr. 2012.
[J14] R. Hoseinnezhad, B.-T. Vo, B.-N.
Vo, D. Suter, “Visual Tracking of Numerous Targets via
Multi-Bernoulli Filtering of Image Data”, Pattern
Recognition, pp. 3625-3635, Vol. 45, No. 10, Oct, 2012.
[J15] B. Ristic, D. Clark, B.-N. Vo,
B.-T. Vo, “Adaptive Target Birth Intensity for PHD and
CPHD Filters”, IEEE Trans. Aerospace and Electronic
Systems, Vol. 48, No. 2, pp. 1656-1668, Apr. 2012.
[J16] R. Hoseinnezhad, B.-N. Vo, B.-T.
Vo, “Visual Tracking in Background Subtracted Image
Sequences via Multi-Bernoulli Filtering”, IEEE. Trans.
Signal Processing, Vol. 61, No. 2, pp. 392 – 397, Jan.
2013
[J17] M. Beard, B.-T. Vo and B.-N. Vo,
“Multitarget Filtering With Unknown Clutter Density Using
a Bootstrap GMCPHD Filter,” IEEE. Signal Processing
Letters, Vol. 20, No. 4, pp. 323 – 326, Apr. 2013
[J18] B.-T. Vo, B.-N. Vo, R.
Hoseinnezhad, R. Mahler, “Robust Multi-Bernoulli
Filtering”, IEEE. Journal of Selected Topics in Signal
Processing, Vol. 7, No. 3, pp. 399 – 409, Jun. 2013
[J19] B. Ristic, B.-T. Vo, B.-N. Vo, A.
Farina, “A Tutorial on Bernoulli Filters: Theory,
Implementation and Applications”, IEEE Trans. Signal
Processing, Vol. 61, No. 13, pp. 3406 – 3430, Jul. 2013
[J20] B.-T. Vo and B.-N. Vo, “Labelled
Random Finite Sets and Multi-Object Conjugate Priors”,
IEEE. Trans. Signal Processing, Vol. 61, No. 13, pp. 3460
– 3475, Jul. 2013
[J21] M. Beard, B.-T. Vo, B.-N. Vo, S.
Arulampalam, “A Partially Uniform Target Birth Model for
Gaussian Mixture PHD/CPHD Filtering,” IEEE. Trans.
Aerospace and Electronic Systems, Vol. 49, No. 4, pp. 2835
– 2844, Oct. 2013
[J22] H. Hung and B.-T. Vo, “Sensor
scheduling for multi-target tracking via Multi-Bernoulli
filtering,” Automatica, pp. 1135-1142, Vol. 50, No. 4, Apr.
2014
[J23] S. Wong, B.-T. Vo, F. Papi,
“Bernoulli Forward-Backward Smoothing for
Track-Before-Detect,” IEEE Signal Processing Letters, pp.
727 – 731, Vol. 21, No. 6, Jun. 2014
[J24] S. Reuter, B.-T. Vo, B.-N. Vo,
“The Labeled Multi Bernoulli Filter”, IEEE. Trans.
Signal Processing, pp. 3246 – 3260, Vol. 62, No. 12, Jun.
2014
[J25] B.-N. Vo, B.-T. Vo, D. Phung
“Labeled Random Finite Sets and the Bayes Multi-Target
Tracking Filter”, IEEE. Trans. Signal Processing,
pp. 6554 – 6567, Vol. 62. No. 24, Dec. 2014
[J26] M. Beard, B.-T. Vo, B.-N. Vo,
“Bayesian Multi-Target Tracking With Merged Measurements
Using Labelled Random Finite Sets,” IEEE. Trans. Signal
Processing, pp. 1433 – 1447, Vol. 63, No. 6, Mar. 2015
[J27] H. Rezatofighi, S. Gould, B.-T.
Vo, B.-N. Vo, K. Mele, R. Hartley, “Multi-Target Tracking
with Time-Varying Clutter Rate and Detection Profile:
Application to Time-lapse Cell Microscopy Sequences,”
IEEE. Trans. Medical Imaging, pp. 1336 – 1348, Vol. 34,
No. 6, Jun. 2015.
[J28] H. Hoang, B.-N. Vo, B.-T. Vo, R.
Mahler, “The Cauchy-Schwarz divergence for Poisson point
processes,” IEEE Trans. Information Theory, Vol. 61, No.
8, pp. 4475-4485, Aug. 2015
[J29] F. Papi, B.-N. Vo, B.-T. Vo, C.
Fantacci, M. Beard, “Generalized Labeled Multi-Bernoulli
Approximation of Multi-Object Densities,” IEEE Trans.
Signal Processing, Vol. 63, No. 20, pp. 5487 - 5497, Oct.
2015
[J30] M. Beard, S. Reuter, K. Granström,
B.-T. Vo, B.-N. Vo, A. Scheel "Multiple Extended
Target Tracking with Labelled Random Finite Sets," IEEE
Trans. Signal Processing, Vol. 64, No. 7, pp. 1638- 1653,
Apr. 2016.
[J31] B.-N. Vo, B.-T. Vo, H. Hoang, “An Efficient Implementation of the Generalized Labeled Multi-Bernoulli Filter,” IEEE Trans. Signal Processing, Vol. 65, No. 8, pp. 1975 - 1987, Apr. 2017.
[J32] M. Beard, B.-T. Vo, B.-N. Vo, S. Arulampalam, "Void Probabilities and Cauchy–Schwarz Divergence for Generalized Labeled Multi-Bernoulli Models,” Vol. 65, No. 19 pp. 5047- 5061, Oct. 2017.
[J33] F. Barbieri, C. Rifflart, B.-T. Vo, S. Rajakaruna, A. Ghosh " Intra-Hour Cloud Tracking Based on Probability Hypothesis Density Filtering," IEEE Trans. Sustainable Energy, Vol. 9, No. 1, pp. 340-349, Jan. 2018.
[J34] C. Fantacci, B.-N. Vo, B.-T. Vo, G. Battistelli, L. Chisci, " Robust fusion for multisensor multiobject tracking," IEEE Signal Processing Letters, Vol. 25, No. 5, pp. 640-644, May 2018
[J35] Y. Punchihewa, B.-T. Vo, B.-N. Vo, D.-Y. Kim, "Multiple Object Tracking in Unknown Backgrounds with Labeled Random Finite Sets," IEEE Trans. Signal Processing, Vol. 66, No. 11, pp. 3040-3055, Jun. 2018
Conference Articles
[C1] B.-T. Vo, S. Nordholm, B.-N. Vo.,
"Non-uniform DFT filter banks design with semi-definite
programming," Proc. IEEE. Intl. Symp. Signal Processing
and Information Technology, Darmstadt, Germany, Dec. 2003
[C2] B.-N. Vo, B.-T. Vo, S. Singh,
“Sequential Monte Carlo methods for static parameter
estimation in random set models,” Proc. IEEE Conf. Sig.
Proc. Sensor Net. Info. Proc, Melbourne, Australia, Dec.
2004
[C3] B.-T. Vo, B.-N. Vo, A. Cantoni,
“Performance of PHD Based Multi-Target Filters”, Proc.
Intl. Conf. on Information Fusion, Florence, Italy, Jul.
2006
[C4] D. Clark, B.-T. Vo, B.-N. Vo,
“Gaussian Particle Implementations of Probability
Hypothesis Density Filters,” Proc. IEEE. Aerospace Conf.,
Montana, USA, Mar. 2007
[C5] B.-T. Vo, B.-N. Vo, A. Cantoni, “On
Multi-Bernoulli Approximations to the Bayes Multi-Target
Filter,” Proc. Intl. Col. Information Fusion, Xi’an,
China, Aug. 2007
[C6] B.-T. Vo, B.-N. Vo, A. Cantoni, “A
Bayesian Approach to Target Tracking with
Finite-Set-Valued Observations,” Proc. Intl. Symp.
Intelligent Control, Singapore, Sep. 2007
[C7] D. Schuhmacher, B.-T. Vo, B.-N. Vo,
“On Performance Evaluation of Multi-Object Filters,” Proc.
Intl. Conf. on Information Fusion, Cologne, Germany, Jul.
2008
[C8] D. Clark, B.-T. Vo, B.-N. Vo, S.
Godsill, “Gaussian Mixture Implementations of PHD Filters
for Nonlinear Dynamical Models,” Proc. IET Seminar Target
Tracking, Birmingham, UK, Apr. 2008
[C9] D. Schuhmacher, B.-T. Vo, B.-N. Vo,
“On Performance Evaluation of Multi-Object Filters”, Proc.
Intl. Conf. on Information Fusion, Cologne, Germany, Jul.
2008
[C10] B.-N. Vo, B.-T. Vo, N.-T. Pham, D.
Suter, “Bayesian Multi-Object Estimation from Image
Observations”, Proc. Intl. Conf. on Information Fusion,
Seattle, Washington, Jul. 2009.
[C11] D. Clark, B.-T. Vo, B.-N. Vo,
“Forward-Backward SMC Smoothing for Joint Target Detection
and Tracking”, Proc. Intl. Conf. on Information Fusion,
Seattle, Washington, Jul. 2009.
[C12] R. Hoseinnezhad, B.-N. Vo, D.
Suter, B.-T. Vo, “Multi-Object Filtering from Image
Sequence Without Detection”, Proc. Intl Conf Acoustics,
Speech and Signal Processing, Dallas, USA, March 2010.
[C13] R. Mahler, B.-N. Vo, B.-T. Vo,
“The Forward Backward Probability Hypothesis Density
Smoother”, Proc. Intl. Conf. on Information Fusion,
Edinburgh, UK, Jul. 2010.
[C14] B.-N. Vo, B.-T. Vo, R. Mahler, “A
Closed Form Solution to the Probability Hypothesis Density
Smoother”, Proc. Intl. Conf. on Information Fusion,
Edinburgh, UK, Jul.2010.
[C15] R. Hoseinnezhad, B.-N. Vo, B.-T.
Vo, D. Suter, “Bayesian Integration of Audio and Visual
Information for Multi-Target Tracking using a CB-MEMBER
Filter”, Proc. Intl Conf Acoustics, Speech and Signal
Processing, Prague, Czech Republic, May 2011.
[C16] B.-T. Vo, B.-N. Vo, R.
Hoseinnezhad, R. Mahler, “Multi-Bernoulli Filtering with
Unknown Clutter Intensity and Sensor Field-of-View”, Proc.
Conf. Info. Sciences and Systems, Baltimore, USA, Mar.
2011.
[C17] R. Mahler, B.-T. Vo, B.-N. Vo,
“CPHD Filtering with Unknown Clutter Rate and Detection
Probability”, Proc. Intl. Conf. on Information Fusion,
Chicago, USA, Jul.2011.
[C18] B.-T. Vo, B.-N. Vo, “A Random
Finite Set Conjugate Prior and Application to Multi-Target
Tracking”, Proc Intl. Conf. Intelligent Sensors, Sensor
Networks and Information Processing, Adelaide, Australia,
Dec.2011.
[C19] J. Wong, B.-T. Vo, “Square Root
Gaussian Mixture PHD filter for Multi-Target Bearings Only
Tracking”, Proc Intl. Conf. Intelligent Sensors, Sensor
Networks and Information Processing, Adelaide, Australia,
Dec.2011.
[C20] B.-T. Vo, B.-N. Vo, “The
Para-Normal Bayes Multi-Target Filter and the Spooky
Effect”, Proc. Intl. Conf. on Information Fusion,
Singapore, Jul.2012.
[C21] M. Beard, B.-T. Vo, B.-N. Vo, S.
Arulampalam, “Gaussian Mixture PHD and CPHD Filtering with
Partially Uniform Target Birth”, Proc. Intl. Conf. on
Information Fusion, Singapore, Jul.2012.
[C22] J. Wong, B.-T. Vo, B.-N. Vo, R.
Hoseinnezhad, “Multi-Bernoulli based Track-Before-Detect
with Road Constraints”, Proc. Intl. Conf. on Information
Fusion, Singapore, Jul.2012.
[C23] A. Gostar, R. Hoseinnezhad, A.
Bab-Hadiashar, B.-T. Vo, “Control of Sensor With Unknown
Clutter and Detection Profile Using Multi-Bernoulli
Filter, ” Proc. Intl. Conf. on Information Fusion,
Istanbul, Jul.2013.
[C24] S. Reuter, B.-T. Vo, B. Wilking,
D. Meissner, K. Dietmayer, “Divergence Detectors for the
δ-Generalized Labeled Multi-Bernoulli Filter”, IEEE
Workshop on Sensor Data Fusion: Trends, Solutions, and
Applications, Bonn, Germany, Sep. 2013.
[C25] F. Papi, B.-T. Vo, M. Bocquel,
B.-N. Vo, “Multi-target Track-Before-Detect Using Labeled
Random Finite Set,” Proc. Intl. Conf. Control, Automation
and Info, Sci., Nha Trang, Vietnam, Nov. 2013.
[C26] D. Y. Kim, B.-T. Vo, B.-N. Vo,
“Data Fusion in 3D Vision Using a RGB-D Data Via Switching
Observation Model and Its Application to People Tracking,”
Proc. Intl. Conf. Control, Automation and Info, Sci., Nha
Trang, Vietnam, Nov. 2013.
[C27] N. Chong, S. Wong, B.-T. Vo, S.
Nordholm, I. Murray, “Multiple Moving Speaker Tracking via
Degenerate Unmixing Estimation Technique and Cardinality
Balanced Multi-Target Multi-Bernoulli Filter,” Proc. Intl.
Conf. Intelligent Sensors, Sensor Networks and Information
Processing, Singapore, Apr. 2014.
[C28] B.-N. Vo and B.-T. Vo, "A
stochastic geometric approach to sensor array processing,"
2014 Statistical Signal Processing Workshop, Gold Coast,
Australia, Jun. 2014.
[C29] H. Hoang, B.-N. Vo, B.-T. Vo and
R. Mahler "The Cauchy-Schwarz divergence for Poisson point
processes," 2014 Statistical Signal Processing Workshop,
Gold Coast, Australia, Jun. 2014.
[C30] M. Beard, B.-T. Vo, B.-N. Vo,
“Multi-target tracking with merged measurements using
labelled random finite sets, ” Proc. Intl. Conf. on
Information Fusion, Salamanca, Spain, Jul. 2014.
[C31] S. Reuter, B.-T. Vo, B.-N. Vo, K.
Dietmayer, “Multi-Object Tracking Using Labeled
Multi-Bernoulli Random Finite Sets,” Proc. Intl. Conf. on
Information Fusion, Salamanca, Spain, Jul. 2014.
[C32] M. Beard, B.-T. Vo, B.-N. Vo and
S. Arulampalam, "Sensor Control for Multi-target Tracking
Using Cauchy-Schwarz Divergence," Proc. 18th Annual Conf.
Information Fusion, Washington, DC, July 2015.
[C33] M. Beard, S. Reuter K. Granström,
B.-T. Vo, B.-N. Vo, and A. Scheel, "A Generalised Labelled
Multi-Bernoulli Filter for Extended Multi-target
Tracking," Proc. 18th Annual Conf. Information Fusion,
Washington, DC, July 2015.
[C34] B.A. Jones, D. Bryant, B.-T. Vo
and B.-N. Vo,"Challenges of Multi-Target Tracking for
Space Situational Awareness," Proc. 18th Annual Conf.
Information Fusion, Washington, DC, July 2015.
[C35] H. Hoang, B.-T. Vo and B.-N. Vo,
"A Fast Implementation of the Generalized Labeled
multi-Bernoulli Filter with Joint Prediction and Update,"
Proc. 18th Annual Conf. Information Fusion, Washington,
DC, July 2015.
[C36] Y. Punchihewa, B.-T. Vo, B.-N. Vo,
“A Generalized Labeled Multi-Bernoulli Filter for
Maneuvering Targets,” Proc. 19th Annual Conf. Information
Fusion, Heidelberg, Germany, Jul. 2016.
[C37] M. Beard, B.-T. Vo, B.-N. Vo,
“Generalised Labelled Multi-Bernoulli Forward-Backward
Smoothing,” Proc. 19th Annual Conf. Information Fusion,
Heidelberg, Germany, Jul. 2016.
[C38] D.-Y. Kim, B.-N. Vo, B.-T. Vo,
“Multi-Object Particle Filter Revisited,” Proc. Intl.
Conf. Control, Automation and Info, Sci., Ansan, Korea,
Oct. 2016.
[C39] N. Chong, S. Nordholm, B.-T. Vo,
I. Murray, “Tracking and Separation of Multiple Moving
Speech Sources Via Cardinality Balanced Multi-Target Multi
Bernoulli (CBMeMBer) Filter and Time Frequency Masking,”
Proc. Intl. Conf. Control, Automation and Info, Sci.,
Ansan, Korea, Oct. 2016.
[C40] S. Lin, S. Nordholm, B.-T. Vo,
“Measurement Driven Birth Model for the Generalized
Labeled Multi-Bernoulli Filter,” Proc. Intl. Conf.
Control, Automation and Info, Sci., Ansan, Korea, Oct.
2016.
[C41] B.-N. Vo, N. Tran, D. Phung, B.-T. Vo, “Model-based classification and novelty detection for point pattern data”, Proc. IEEE 26th Intl. Conf. Pattern Recognition, Cancun, Mexico, Dec. 2016.
[C42] N. Tran, B.-N. Vo, D. Phung, B.-T. Vo, “Clustering for point pattern data”, Proc. IEEE 26th Intl. Conf. Pattern Recognition, Cancun, Mexico, Dec. 2016.
[C43] B.-N. Vo, B.-T. Vo, “An implementation of the multi-sensor generalized labeled multi-Bernoulli filter via Gibbs sampling”, Proc. IEEE 20th Annual Conf. Information Fusion, Xi’an, China, Jul. 2017.
[C44] D. Bryant, B.-T. Vo, B.-N. Vo, B. Jones, “A Labeled Random Finite Set Spawning Model”, Proc. IEEE 6th Intl. Conf. Control, Automation and Info, Sci., Chiang Mai, Thailand, Nov. 2017.
[C45] D.-Y. Kim, B.-T. Vo, S. Nordholm, “Multiple Speaker Tracking with the GLMB Filter”, Proc. IEEE 6th Intl. Conf. Control, Automation and Info, Sci., Chiang Mai, Thailand, Nov. 2017
[C46] M. Beard, B.-T. Vo, B.-N. Vo, “OSPA(2): Using the OSPA Metric to Evaluate Multi-Target Tracking Performance”, Proc. IEEE 6th Intl. Conf. Control, Automation and Info, Sci., Chiang Mai, Thailand, Nov. 2017