Vishal Monga

    • 2154 Citations
    • 24 h-Index
    20032019
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    Research Output 2003 2019

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    Conference contribution
    2019

    Ambiguity function shaping via quartic descent on the complex circle manifold

    Alhujaili, K., Monga, V. & Rangaswamy, M., Apr 2019, 2019 IEEE Radar Conference, RadarConf 2019. Institute of Electrical and Electronics Engineers Inc., 8835538. (2019 IEEE Radar Conference, RadarConf 2019).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    descent
    ambiguity
    Cost functions
    Radar
    costs

    An Algorithm Unrolling Approach to Deep Image Deblurring

    Li, Y., Tofighi, M., Monga, V. & Eldar, Y. C., May 2019, 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 7675-7679 5 p. 8682542. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2019-May).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Neural networks
    Network architecture
    Iterative methods

    Convex optimization for adaptive radar

    Monga, V. & Rangaswamy, M., Apr 2019, 2019 IEEE Radar Conference, RadarConf 2019. Institute of Electrical and Electronics Engineers Inc., 8835834. (2019 IEEE Radar Conference, RadarConf 2019).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Convex optimization
    radar
    Radar
    optimization

    MIMO Radar Beampattern Design under Joint Constant Modulus and Orthogonality Constraints

    Alhujaili, K., Monga, V. & Rangaswamy, M., Feb 19 2019, Conference Record of the 52nd Asilomar Conference on Signals, Systems and Computers, ACSSC 2018. Matthews, M. B. (ed.). IEEE Computer Society, p. 1899-1904 6 p. 8645373. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2018-October).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Cost functions
    Radar
    Antennas
    Radar systems
    2018
    3 Citations (Scopus)

    Adaptive sequential refinement: A tractable approach for ambiguity function shaping in cognitive radar

    Aldayel, O., Guo, T., Monga, V. & Rangaswamy, M., Apr 10 2018, Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2017-October. p. 573-577 5 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Ambiguity Function
    Waveform
    ambiguity
    Radar
    radar
    1 Citation (Scopus)

    Analysis-synthesis model learning with shared features: A new framework for histopathological image classification

    Li, X., Monga, V. & Rao, U. K. A., May 23 2018, 2018 IEEE 15th International Symposium on Biomedical Imaging, ISBI 2018. IEEE Computer Society, p. 203-206 4 p. (Proceedings - International Symposium on Biomedical Imaging; vol. 2018-April).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Image classification
    Learning
    Glossaries
    Databases
    Image analysis

    Bridging the gap: Simultaneous fine tuning for data re-balancing

    McKay, J., Gerg, I. & Monga, V., Oct 31 2018, 2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 7062-7065 4 p. 8518664. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2018-July).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Synthetic aperture sonar
    Tuning
    Sampling
    Neural networks
    sonar

    Collaborative sparse priors for infrared image multi-view ATR

    Li, X. & Monga, V., Oct 31 2018, 2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5736-5739 4 p. 8518896. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2018-July).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Infrared radiation
    Glossaries
    matrix
    Feature extraction
    slab

    Collaborative sparse priors for multi-view ATR

    Li, X. & Monga, V., Jan 1 2018, Automatic Target Recognition XXVIII. Mahalanobis, A. & Sadjadi, F. A. (eds.). SPIE, 106480K. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 10648).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Sparsity
    Coefficient
    coefficients
    Sparse Representation
    Spike
    3 Citations (Scopus)

    Deep Image Super Resolution via Natural Image Priors

    Mousavi, H. S., Guo, T. & Monga, V., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1483-1487 5 p. 8462270. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Neural networks
    Optical resolving power
    Image resolution
    Inverse problems
    Imaging techniques

    Deep Mr Image Super-Resolution Using Structural Priors

    Cherukuri, V., Guo, T., Schiff, S. J. & Monga, V., Aug 29 2018, 2018 IEEE International Conference on Image Processing, ICIP 2018 - Proceedings. IEEE Computer Society, p. 410-414 5 p. 8451496. (Proceedings - International Conference on Image Processing, ICIP).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Magnetic resonance
    Image resolution
    Brain
    Neural networks
    Hardware
    4 Citations (Scopus)

    Deep network for simultaneous decomposition and classification in UWB-SAR imagery

    Vu, T. H., Nguyen, L., Guo, T. & Monga, V., Jun 8 2018, 2018 IEEE Radar Conference, RadarConf 2018. Institute of Electrical and Electronics Engineers Inc., p. 553-558 6 p. (2018 IEEE Radar Conference, RadarConf 2018).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    radar imagery
    synthetic aperture radar
    Synthetic aperture radar
    Ultra-wideband (UWB)
    broadband
    2 Citations (Scopus)

    Deep networks with shape priors for nucleus detection

    Tofighi, M., Guo, T., Vanamala, J. K. P. & Monga, V., Aug 29 2018, 2018 IEEE International Conference on Image Processing, ICIP 2018 - Proceedings. IEEE Computer Society, p. 719-723 5 p. 8451797. (Proceedings - International Conference on Image Processing, ICIP).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Cells
    Neural networks
    Processing
    Image quality
    Deep learning

    Fast stochastic hierarchical Bayesian map for tomographic imaging

    McKay, J., Raj, R. G. & Monga, V., Apr 10 2018, Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017. Matthews, M. B. (ed.). Institute of Electrical and Electronics Engineers Inc., p. 223-227 5 p. 8335171. (Conference Record of 51st Asilomar Conference on Signals, Systems and Computers, ACSSC 2017; vol. 2017-October).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    retaining
    Imaging
    Imaging techniques
    cues
    tendencies
    2 Citations (Scopus)

    Orthogonally regularized deep networks for image super-resolution

    Guo, T., Mousavi, H. S. & Monga, V., Sep 10 2018, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1463-1467 5 p. 8462555. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2018-April).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Discrete cosine transforms
    Neural networks
    Optical resolving power
    Image resolution
    Image quality
    2017
    7 Citations (Scopus)

    Adaptive matching pursuit for sparse signal recovery

    Vu, T. H., Mousavi, H. S. & Monga, V., Jun 16 2017, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 4331-4335 5 p. 7952974. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Recovery
    Integer programming
    Signal processing
    Decomposition
    Costs
    6 Citations (Scopus)

    Deep learning based image super-resolution with coupled backpropagation

    Guo, T., Mousavi, H. S. & Monga, V., Apr 19 2017, 2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 237-241 5 p. 7905839. (2016 IEEE Global Conference on Signal and Information Processing, GlobalSIP 2016 - Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Image resolution
    Backpropagation
    Optical resolving power
    Neural networks
    Data storage equipment
    29 Citations (Scopus)

    Deep Wavelet Prediction for Image Super-Resolution

    Guo, T., Mousavi, H. S., Vu, T. H. & Monga, V., Aug 22 2017, Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2017. IEEE Computer Society, p. 1100-1109 10 p. 8014882. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; vol. 2017-July).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Image resolution
    Neural networks
    Optical resolving power
    Wavelet transforms
    Chemical activation
    3 Citations (Scopus)

    Learning based image segmentation of post-operative CT-images: A hydrocephalus case study

    Cherukuri, V., Ssenyonga, P., Warf, B. C., Kulkarni, A. V., Monga, V. & Schiff, S., Aug 10 2017, 8th International IEEE EMBS Conference on Neural Engineering, NER 2017. IEEE Computer Society, p. 13-16 4 p. 8008280. (International IEEE/EMBS Conference on Neural Engineering, NER).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Image segmentation
    Brain
    Cerebrospinal fluid
    Computerized tomography
    Glossaries
    176 Citations (Scopus)

    NTIRE 2017 Challenge on Single Image Super-Resolution: Methods and Results

    Timofte, R., Agustsson, E., Gool, L. V., Yang, M. H., Zhang, L., Lim, B., Son, S., Kim, H., Nah, S., Lee, K. M., Wang, X., Tian, Y., Yu, K., Zhang, Y., Wu, S., Dong, C., Lin, L., Qiao, Y., Loy, C. C., Bae, W. & 57 others, Yoo, J., Han, Y., Ye, J. C., Choi, J. S., Kim, M., Fan, Y., Yu, J., Han, W., Liu, D., Yu, H., Wang, Z., Shi, H., Wang, X., Huang, T. S., Chen, Y., Zhang, K., Zuo, W., Tang, Z., Luo, L., Li, S., Fu, M., Cao, L., Heng, W., Bui, G., Le, T., Duan, Y., Tao, D., Wang, R., Lin, X., Pang, J., Xu, J., Zhao, Y., Xu, X., Pan, J., Sun, D., Zhang, Y., Song, X., Dai, Y., Qin, X., Huynh, X. P., Guo, T., Mousavi, H. S., Vu, T. H., Monga, V., Cruz, C., Egiazarian, K., Katkovnik, V., Mehta, R., Jain, A. K., Agarwalla, A., Praveen, C. V. S., Zhou, R., Wen, H., Zhu, C., Xia, Z., Wang, Z. & Guo, Q., Aug 22 2017, Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2017. IEEE Computer Society, p. 1110-1121 12 p. 8014883. (IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops; vol. 2017-July).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Image resolution
    Optical resolving power
    Restoration
    Gages
    Testing
    2 Citations (Scopus)

    Tensor sparsity for classifying low-frequency ultra-wideband (UWB) SAR imagery

    Vu, T. H., Nguyen, L., Le, C. & Monga, V., Jun 7 2017, 2017 IEEE Radar Conference, RadarConf 2017. Institute of Electrical and Electronics Engineers Inc., p. 557-562 6 p. 7944265. (2017 IEEE Radar Conference, RadarConf 2017).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    radar imagery
    synthetic aperture radar
    Synthetic aperture radar
    classifying
    Ultra-wideband (UWB)
    1 Citation (Scopus)

    Transmit MIMO beampattern design under constant modulus and spectral Interference Constraints

    Aldayel, O., Monga, V. & Rangaswamy, M., Jun 7 2017, 2017 IEEE Radar Conference, RadarConf 2017. Institute of Electrical and Electronics Engineers Inc., p. 1131-1136 6 p. 7944374. (2017 IEEE Radar Conference, RadarConf 2017).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    MIMO (control systems)
    MIMO systems
    radar
    interference
    Radar

    Using frame theoretic convolutional gridding for robust synthetic aperture sonar imaging

    McKay, J., Gelb, A., Monga, V. & Raj, R. G., Dec 19 2017, OCEANS 2017 � Anchorage. Institute of Electrical and Electronics Engineers Inc., p. 1-7 7 p. (OCEANS 2017 - Anchorage; vol. 2017-January).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Synthetic aperture sonar
    synthetic apertures
    sonar
    Convolution
    convolution integrals
    3 Citations (Scopus)

    What's mine is yours: Pretrained CNNs for limited training sonar ATR

    McKay, J., Gerg, I. D., Monga, V. & Raj, R. G., Dec 19 2017, OCEANS 2017 � Anchorage. Institute of Electrical and Electronics Engineers Inc., p. 1-7 7 p. (OCEANS 2017 - Anchorage; vol. 2017-January).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Automatic target recognition
    neural nets
    target recognition
    sonar
    Sonar
    2016
    2 Citations (Scopus)

    Discriminative sparsity for Sonar ATR

    Mckay, J. D., Raj, R. G., Monga, V. & Isaacs, J., Feb 8 2016, OCEANS 2015 - MTS/IEEE Washington. Institute of Electrical and Electronics Engineers Inc., 7401876. (OCEANS 2015 - MTS/IEEE Washington).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Automatic target recognition
    target recognition
    sonar
    Sonar
    education
    11 Citations (Scopus)

    Learning a low-rank shared dictionary for object classification

    Vu, T. H. & Monga, V., Aug 3 2016, 2016 IEEE International Conference on Image Processing, ICIP 2016 - Proceedings. IEEE Computer Society, p. 4428-4432 5 p. 7533197. (Proceedings - International Conference on Image Processing, ICIP; vol. 2016-August).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Glossaries
    4 Citations (Scopus)

    Localized dictionary design for geometrically robust sonar ATR

    McKay, J., Monga, V. & Raj, R., Nov 1 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 991-994 4 p. 7729251. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2016-November).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Automatic target recognition
    Sonar
    sonar
    Glossaries
    Acoustic noise
    2 Citations (Scopus)

    Robust Sonar ATR with pose corrected sparse reconstruction-based classification

    McKay, J., Monga, V. & Raj, R., Nov 28 2016, OCEANS 2016 MTS/IEEE Monterey, OCE 2016. Institute of Electrical and Electronics Engineers Inc., 7761189. (OCEANS 2016 MTS/IEEE Monterey, OCE 2016).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Automatic target recognition
    target recognition
    sonar
    Sonar
    Synthetic aperture sonar
    4 Citations (Scopus)

    SIASM: Sparsity-based image alignment and stitching method for robust image mosaicking

    Li, Y. & Monga, V., Aug 3 2016, 2016 IEEE International Conference on Image Processing, ICIP 2016 - Proceedings. IEEE Computer Society, p. 1828-1832 5 p. 7532674. (Proceedings - International Conference on Image Processing, ICIP; vol. 2016-August).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Labeling
    Decomposition
    5 Citations (Scopus)

    Sparsity based super resolution using color channel constraints

    Mousavi, H. S. & Monga, V., Aug 3 2016, 2016 IEEE International Conference on Image Processing, ICIP 2016 - Proceedings. IEEE Computer Society, p. 579-583 5 p. 7532423. (Proceedings - International Conference on Image Processing, ICIP; vol. 2016-August).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Glossaries
    Color
    Information use
    Luminance
    4 Citations (Scopus)

    SQR: Successive QCQP refinement for MIMO radar waveform design under practical constraints

    Aldayel, O., Monga, V. & Rangaswamy, M., Feb 26 2016, Conference Record of the 49th Asilomar Conference on Signals, Systems and Computers, ACSSC 2015. Matthews, M. B. (ed.). IEEE Computer Society, p. 85-89 5 p. 7421087. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2016-February).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Radar
    4 Citations (Scopus)

    Tractable MIMO beampattern design under constant modulus waveform constraint

    Aldayel, O., Monga, V. & Rangaswamy, M., Jun 3 2016, 2016 IEEE Radar Conference, RadarConf 2016. Institute of Electrical and Electronics Engineers Inc., 7485317

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    MIMO (control systems)
    waveforms
    radar
    Radar
    Radar systems
    2015
    3 Citations (Scopus)

    A map estimation framework for HDR video synthesis

    Li, Y., Lee, C. & Monga, V., Dec 9 2015, 2015 IEEE International Conference on Image Processing, ICIP 2015 - Proceedings. IEEE Computer Society, p. 2219-2223 5 p. 7351195. (Proceedings - International Conference on Image Processing, ICIP; vol. 2015-December).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Optical flows
    Motion estimation
    19 Citations (Scopus)

    DFDL: Discriminative feature-oriented dictionary learning for histopathological image classification

    Vu, T. H., Mousavi, H. S., Monga, V., Rao, U. K. A. & Rao, G., Jul 21 2015, 2015 IEEE 12th International Symposium on Biomedical Imaging, ISBI 2015. IEEE Computer Society, p. 990-994 5 p. 7164037. (Proceedings - International Symposium on Biomedical Imaging; vol. 2015-July).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Image classification
    Glossaries
    Learning
    Histology
    Databases
    2014
    4 Citations (Scopus)

    Estimation of structured covariance matrices for radar STAP under practical constraints

    Kang, B., Monga, V. & Rangaswamy, M., Jan 1 2014, 2014 IEEE Radar Conference: From Sensing to Information, RadarCon 2014. Institute of Electrical and Electronics Engineers Inc., p. 585-590 6 p. 6875659. (IEEE National Radar Conference - Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Space time adaptive processing
    Covariance matrix
    Maximum likelihood
    Radar
    Target tracking
    15 Citations (Scopus)

    Group structured dirty dictionary learning for classification

    Suo, Y., Dao, M., Tran, T., Mousavi, H., Srinivas, U. & Monga, V., Jan 28 2014, 2014 IEEE International Conference on Image Processing, ICIP 2014. Institute of Electrical and Electronics Engineers Inc., p. 150-154 5 p. 7025029. (2014 IEEE International Conference on Image Processing, ICIP 2014).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Glossaries
    Face recognition
    Mathematical operators
    Labels
    Atoms
    1 Citation (Scopus)

    Low rank sparsity prior for robust video anomaly detection

    Mo, X., Monga, V., Baia, R., Fan, Z. & Burry, A., Jan 1 2014, 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014. Institute of Electrical and Electronics Engineers Inc., p. 1285-1289 5 p. 6853804. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Glossaries
    Rigidity
    Trajectories
    24 Citations (Scopus)

    Multi-task image classification via collaborative, hierarchical spike-and-slab priors

    Mousavi, H. S., Srinivas, U., Monga, V., Suo, Y., Dao, M. & Tran, T. D., Jan 28 2014, 2014 IEEE International Conference on Image Processing, ICIP 2014. Institute of Electrical and Electronics Engineers Inc., p. 4236-4240 5 p. 7025860

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Image classification
    Glossaries
    Face recognition
    Cameras
    6 Citations (Scopus)

    Power-constrained RGB-to-RGBW conversion for emissive displays

    Lee, C. & Monga, V., Jan 1 2014, 2014 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2014. Institute of Electrical and Electronics Engineers Inc., p. 1205-1209 5 p. 6853788. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Display devices
    Color
    Electric power utilization
    Pixels
    1 Citation (Scopus)

    Simultaneous sparsity model for multi-perspective video anomaly detection

    Mo, X., Monga, V. & Bala, R., Jan 28 2014, 2014 IEEE International Conference on Image Processing, ICIP 2014. Institute of Electrical and Electronics Engineers Inc., p. 2314-2318 5 p. 7025469. (2014 IEEE International Conference on Image Processing, ICIP 2014).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Trajectories
    Glossaries
    Experiments
    2 Citations (Scopus)

    Twofold video hashing with automatic synchronization

    Li, M. & Monga, V., Jan 28 2014, 2014 IEEE International Conference on Image Processing, ICIP 2014. Institute of Electrical and Electronics Engineers Inc., p. 5362-5366 5 p. 7026085. (2014 IEEE International Conference on Image Processing, ICIP 2014).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Synchronization
    Optical flows
    Authentication
    Feature extraction
    Fusion reactions
    2013
    2 Citations (Scopus)

    Constrained ML estimation of structured covariance matrices with applications in radar STAP

    Kang, B., Monga, V. & Rangaswamy, M., Dec 1 2013, 2013 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2013. p. 101-104 4 p. 6714017. (2013 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, CAMSAP 2013).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Space time adaptive processing
    Maximum likelihood estimation
    Covariance matrix
    Maximum likelihood
    Radar

    Discriminative sparse representations with applications

    Monga, V. & Tran, T., 2013, 2013 American Control Conference, ACC 2013. p. 2280-2282 3 p. 6580173

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Glossaries
    Recovery
    Signal encoding
    Signal analysis
    Target tracking
    2 Citations (Scopus)

    Efficient approximation of structured covariance under joint Toeplitz and rank constraints

    Kang, B., Monga, V. & Rangaswamy, M., Jan 1 2013, Conference Record of the 47th Asilomar Conference on Signals, Systems and Computers. IEEE Computer Society, p. 692-696 5 p. 6810371. (Conference Record - Asilomar Conference on Signals, Systems and Computers).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Space time adaptive processing
    Covariance matrix
    Maximum likelihood
    Cascades (fluid mechanics)
    Maximum likelihood estimation
    6 Citations (Scopus)

    Graph-based multi-sensor fusion for acoustic signal classification

    Srinivas, U., Nasrabadi, N. M. & Monga, V., Oct 18 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 261-265 5 p. 6637649. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Sensor data fusion
    Acoustics
    Sensors
    Rockets
    Mortar
    9 Citations (Scopus)

    Hierarchical sparse modeling using Spike and Slab priors

    Suo, Y., Dao, M., Tran, T., Srinivas, U. & Monga, V., Oct 18 2013, 2013 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2013 - Proceedings. p. 3103-3107 5 p. 6638229. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Experiments
    3 Citations (Scopus)

    On the practical merits of rank constrained ML estimator of structured covariance matrices

    Kang, B., Monga, V. & Rangaswamy, M., Oct 7 2013, IEEE Radar Conference 2013: "The Arctic - The New Frontier", RadarCon 2013. 6586015. (IEEE National Radar Conference - Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Covariance matrix
    Maximum likelihood
    Radar clutter
    Maximum likelihood estimation
    Target tracking

    Practical methods for sparsity based video anomaly detection

    Mo, X., Monga, V., Bala, R., Rodrguez-Serrano, J. A., Fan, Z. & Burry, A., Dec 1 2013, 2013 16th International IEEE Conference on Intelligent Transportation Systems: Intelligent Transportation Systems for All Modes, ITSC 2013. p. 955-960 6 p. 6728355

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Glossaries
    Trajectories
    Highway accidents
    Crime
    Image classification
    31 Citations (Scopus)

    SHIRC: A simultaneous sparsity model for histopathological image representation and classification

    Srinivas, U., Mousavi, H., Jeon, C., Monga, V., Hattel, A. & Jayarao, B. M., Aug 22 2013, ISBI 2013 - 2013 IEEE 10th International Symposium on Biomedical Imaging: From Nano to Macro. p. 1118-1121 4 p. 6556675. (Proceedings - International Symposium on Biomedical Imaging).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Color
    Image classification
    Medical imaging
    Imagery (Psychotherapy)
    Feature extraction
    4 Citations (Scopus)

    Structured sparse priors for image classification

    Srinivas, U., Suo, Y., Dao, M., Monga, V. & Tran, T. D., Dec 1 2013, 2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings. p. 3211-3215 5 p. 6738661. (2013 IEEE International Conference on Image Processing, ICIP 2013 - Proceedings).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

    Image classification
    Glossaries
    Face recognition
    Recovery