MERL - Mitsubishi Electric Research Laboratories

Hassan Mansour

Hassan Mansour
Hassan's Quick Links

  • Biography

    Hassan's research interests are in the areas of video compression, video transmission and compressed sensing. His PhD research developed resource allocation schemes for the transmission of scalable video content over bandwidth constrained wireless networks. His postdoctoral work developed adaptive sparse recovery algorithms for correlated signals from compressive measurements.

  • Recent News & Events

    •  EVENT    MERL Contributes to ICASSP 2023
      Date: Sunday, June 4, 2023 - Saturday, June 10, 2023
      Location: Rhodes Island, Greece
      MERL Contacts: Petros T. Boufounos; Francois Germain; Toshiaki Koike-Akino; Jonathan Le Roux; Dehong Liu; Suhas Lohit; Yanting Ma; Hassan Mansour; Joshua Rapp; Anthony Vetro; Pu (Perry) Wang; Gordon Wichern
      Research Areas: Artificial Intelligence, Computational Sensing, Machine Learning, Signal Processing, Speech & Audio
      Brief
      • MERL has made numerous contributions to both the organization and technical program of ICASSP 2023, which is being held in Rhodes Island, Greece from June 4-10, 2023.

        Organization

        Petros Boufounos is serving as General Co-Chair of the conference this year, where he has been involved in all aspects of conference planning and execution.

        Perry Wang is the organizer of a special session on Radar-Assisted Perception (RAP), which will be held on Wednesday, June 7. The session will feature talks on signal processing and deep learning for radar perception, pose estimation, and mutual interference mitigation with speakers from both academia (Carnegie Mellon University, Virginia Tech, University of Illinois Urbana-Champaign) and industry (Mitsubishi Electric, Bosch, Waveye).

        Anthony Vetro is the co-organizer of the Workshop on Signal Processing for Autonomous Systems (SPAS), which will be held on Monday, June 5, and feature invited talks from leaders in both academia and industry on timely topics related to autonomous systems.

        Sponsorship

        MERL is proud to be a Silver Patron of the conference and will participate in the student job fair on Thursday, June 8. Please join this session to learn more about employment opportunities at MERL, including openings for research scientists, post-docs, and interns.

        MERL is pleased to be the sponsor of two IEEE Awards that will be presented at the conference. We congratulate Prof. Rabab Ward, the recipient of the 2023 IEEE Fourier Award for Signal Processing, and Prof. Alexander Waibel, the recipient of the 2023 IEEE James L. Flanagan Speech and Audio Processing Award.

        Technical Program

        MERL is presenting 13 papers in the main conference on a wide range of topics including source separation and speech enhancement, radar imaging, depth estimation, motor fault detection, time series recovery, and point clouds. One workshop paper has also been accepted for presentation on self-supervised music source separation.

        Perry Wang has been invited to give a keynote talk on Wi-Fi sensing and related standards activities at the Workshop on Integrated Sensing and Communications (ISAC), which will be held on Sunday, June 4.

        Additionally, Anthony Vetro will present a Perspective Talk on Physics-Grounded Machine Learning, which is scheduled for Thursday, June 8.

        About ICASSP

        ICASSP is the flagship conference of the IEEE Signal Processing Society, and the world's largest and most comprehensive technical conference focused on the research advances and latest technological development in signal and information processing. The event attracts more than 2000 participants each year.
    •  
    •  TALK    [MERL Seminar Series 2021] Prof. Greg Ongie presents talk at MERL entitled Learning to Solve Inverse Problems in Computational Imaging: Recent Innovations
      Date & Time: Tuesday, October 12, 2021; 1:00 PM EST
      Speaker: Prof. Greg Ongie, Marquette University
      MERL Host: Hassan Mansour
      Research Areas: Computational Sensing, Machine Learning, Signal Processing
      Abstract
      • Deep learning is emerging as powerful tool to solve challenging inverse problems in computational imaging, including basic image restoration tasks like denoising and deblurring, as well as image reconstruction problems in medical imaging. This talk will give an overview of the state-of-the-art supervised learning techniques in this area and discuss two recent innovations: deep equilibrium architectures, which allows one to train an effectively infinite-depth reconstruction network; and model adaptation methods, that allow one to adapt a pre-trained reconstruction network to changes in the imaging forward model at test time.
    •  

    See All News & Events for Hassan

  • Internships with Hassan

    • ST2025: Background Oriented Schlieren Tomography

      The Computational Sensing team at MERL is seeking motivated and qualified individuals to develop algorithms that can perform background oriented Schlieren (BOS) tomography. The project goal is to utilize both analytical and learning-based architectures to enable the reconstruction of 3D air flows in an indoor setting from BOS measurements. Ideal candidates should be Ph.D. students and have solid background and publication record in any of the following, or related areas: imaging inverse problems, large-scale optimization, learning-based modeling for imaging, Schlieren tomography, physics informed neural networks. Publication of the results produced during our internships is expected. The duration of the internships is anticipated to be 3-6 months. Start date is flexible.

    See All Internships at MERL

  • MERL Publications

    •  Shenoy, V., Marks, T.K., Mansour, H., Lohit, S., "Unrolled IPPG: Video Heart Rate Esitmation via Unrolling Proximal Gradient Descent", IEEE International Conference on Image Processing (ICIP), September 2023.
      BibTeX TR2023-116 PDF
      • @inproceedings{Shenoy2023sep,
      • author = {Shenoy, Vineet and Marks, Tim K. and Mansour, Hassan and Lohit, Suhas},
      • title = {Unrolled IPPG: Video Heart Rate Esitmation via Unrolling Proximal Gradient Descent},
      • booktitle = {IEEE International Conference on Image Processing (ICIP)},
      • year = 2023,
      • month = sep,
      • url = {https://www.merl.com/publications/TR2023-116}
      • }
    •  Greiff, M., Di Cairano, S., Mansour, H., Berntorp, K., "A Generalized GraphEM for Sparse Time-Varying Dynamical Systems", World Congress of the International Federation of Automatic Control (IFAC), July 2023.
      BibTeX TR2023-086 PDF
      • @inproceedings{Greiff2023jul2,
      • author = {Greiff, Marcus and Di Cairano, Stefano and Mansour, Hassan and Berntorp, Karl},
      • title = {A Generalized GraphEM for Sparse Time-Varying Dynamical Systems},
      • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
      • year = 2023,
      • month = jul,
      • url = {https://www.merl.com/publications/TR2023-086}
      • }
    •  Chakrabarty, A., Vinod, A.P., Mansour, H., Bortoff, S.A., Laughman, C.R., "Moving Horizon Estimation for Digital Twins using Deep Autoencoders", World Congress of the International Federation of Automatic Control (IFAC), July 2023.
      BibTeX TR2023-088 PDF
      • @inproceedings{Chakrabarty2023jul2,
      • author = {Chakrabarty, Ankush and Vinod, Abraham P. and Mansour, Hassan and Bortoff, Scott A. and Laughman, Christopher R.},
      • title = {Moving Horizon Estimation for Digital Twins using Deep Autoencoders},
      • booktitle = {World Congress of the International Federation of Automatic Control (IFAC)},
      • year = 2023,
      • month = jul,
      • url = {https://www.merl.com/publications/TR2023-088}
      • }
    •  Liu, Y., Mansour, H., Nabi, S., "Physics-Informed Koopman Network", SIAM Conference on Applications of Dynamical Systems, May 2023.
      BibTeX
      • @inproceedings{Liu2023may2,
      • author = {Liu, Yuying and Mansour, Hassan and Nabi, Saleh},
      • title = {Physics-Informed Koopman Network},
      • booktitle = {SIAM Conference on Applications of Dynamical Systems},
      • year = 2023,
      • month = may
      • }
    •  Ulvog, A., Rapp, J., Koike-Akino, T., Mansour, H., Boufounos, P.T., Parsons, K., "Phase Unwrapping in Correlated Noise for FMCW LIDAR Depth Estimation", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), DOI: 10.1109/​ICASSP49357.2023.10095456, May 2023, pp. 1-5.
      BibTeX TR2023-028 PDF
      • @inproceedings{Ulvog2023may,
      • author = {Ulvog, Alfred and Rapp, Joshua and Koike-Akino, Toshiaki and Mansour, Hassan and Boufounos, Petros T. and Parsons, Kieran},
      • title = {Phase Unwrapping in Correlated Noise for FMCW LIDAR Depth Estimation},
      • booktitle = {IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
      • year = 2023,
      • pages = {1--5},
      • month = may,
      • doi = {10.1109/ICASSP49357.2023.10095456},
      • isbn = {978-1-7281-6327-7},
      • url = {https://www.merl.com/publications/TR2023-028}
      • }
    See All Publications for Hassan

  • Other Publications

    •  H. Mansour, F. Herrmann and O. Yilmaz, "Improved wavefield reconstruction from randomized sampling via weighted one-norm minimization", to appear in Geophysics, 2013.
      BibTeX
      • @Article{Mansour:Geo13,
      • author = {Mansour, H. and Herrmann, F. and Yilmaz, O.},
      • title = {Improved wavefield reconstruction from randomized sampling via weighted one-norm minimization},
      • journal = {to appear in Geophysics},
      • year = 2013
      • }
    •  Z. Mai, H. Mansour, P. Nasiopoulos and R. Ward, "Visually Favorable Tone-Mapping with High Compression Performance in Bit-Depth Scalable Video Coding", 2013.
      BibTeX
      • @Article{Mansour:HDR2,
      • author = {Mai, Z. and Mansour, H. and Nasiopoulos, P. and Ward, R.},
      • title = {Visually Favorable Tone-Mapping with High Compression Performance in Bit-Depth Scalable Video Coding},
      • year = 2013,
      • note = {IEEE Transactions on Multimedia}
      • }
    •  H. Mansour and O. Yilmaz, "Support driven reweighted l1 minimization", Proc. of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2012.
      BibTeX
      • @Inproceedings{Mansour:ICASSP12a,
      • author = {Mansour, H. and Yilmaz, O.},
      • title = {Support driven reweighted l1 minimization},
      • booktitle = {Proc. of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
      • year = 2012,
      • month = mar
      • }
    •  H. Mansour and O. Yilmaz, "Adaptive compressed sensing for video acquisition", Proc. of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2012.
      BibTeX
      • @Inproceedings{Mansour:ICASSP12b,
      • author = {Mansour, H. and Yilmaz, O.},
      • title = {Adaptive compressed sensing for video acquisition},
      • booktitle = {Proc. of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
      • year = 2012,
      • month = mar
      • }
    •  H. Mansour, H. Wason, T. T.Y. Lin and F. Herrmann, "Randomized marine acquisition with compressive sampling matrices", Geophysical Prospecting, Vol. 60, No. 4, pp. 648-662, 2012.
      BibTeX
      • @Article{Mansour:GP12,
      • author = {Mansour, H. and Wason, H. and Lin, T. T.Y. and Herrmann, F.},
      • title = {Randomized marine acquisition with compressive sampling matrices},
      • journal = {Geophysical Prospecting},
      • year = 2012,
      • volume = 60,
      • number = 4,
      • pages = {648--662}
      • }
    •  H. Mansour, "Beyond l1-norm minimization for sparse signal recovery", IEEE Statistical Signal Processing Workshop (SSP), Aug. 2012, pp. 337-340.
      BibTeX
      • @Inproceedings{Mansour:WSPGL1,
      • author = {Mansour, H.},
      • title = {Beyond l1-norm minimization for sparse signal recovery},
      • booktitle = {IEEE Statistical Signal Processing Workshop (SSP)},
      • year = 2012,
      • pages = {337--340},
      • month = {Aug.}
      • }
    •  H. Mansour, H. Wason, T. T.Y. Lin and F. Herrmann, "A compressive sensing perspective on simultaneous marine acquisition", Proc of the 12th International Congress of the Brazilian Geophysical Society (CISBGF), August 2011.
      BibTeX
      • @Inproceedings{Mansour:SBGF11,
      • author = {Mansour, H. and Wason, H. and Lin, T. T.Y. and Herrmann, F.},
      • title = {A compressive sensing perspective on simultaneous marine acquisition},
      • booktitle = {Proc of the 12th International Congress of the Brazilian Geophysical Society (CISBGF)},
      • year = 2011,
      • month = aug
      • }
    •  H. Mansour and O. Yilmaz, "Weighted l1 minimization with multiple weighting sets", Proc. of the SPIE, Wavelets and Sparsity XIV, August 2011, pp. 13 pages.
      BibTeX
      • @Inproceedings{Mansour:SPIE11,
      • author = {Mansour, H. and Yilmaz, O.},
      • title = {Weighted l1 minimization with multiple weighting sets},
      • booktitle = {Proc. of the SPIE, Wavelets and Sparsity XIV},
      • year = 2011,
      • pages = {13 pages},
      • month = aug,
      • note = {(invited)}
      • }
    •  H. Mansour, P. Nasiopoulos and V. Krishnamurthy, "Rate and distortion modeling of CGS coded scalable video content", IEEE Transactions on Multimedia, Vol. 13, No. 2, pp. 165 - 180, April 2011.
      BibTeX
      • @Article{Mansour:TMM11,
      • author = {Mansour, H. and Nasiopoulos, P. and Krishnamurthy, V.},
      • title = {Rate and distortion modeling of CGS coded scalable video content},
      • journal = {IEEE Transactions on Multimedia},
      • year = 2011,
      • volume = 13,
      • number = 2,
      • pages = {165 -- 180},
      • month = apr
      • }
    •  M. Friedlander, H. Mansour, R. Saab and O. Yilmaz, "Recovering Compressively Sampled Signals Using Partial Support Information", IEEE Transactions on Information Theory, Vol. 58, No. 1, January 2011.
      BibTeX
      • @Article{Mansour:TIT12,
      • author = {Friedlander, M. and Mansour, H. and Saab, R. and Yilmaz, O.},
      • title = {Recovering Compressively Sampled Signals Using Partial Support Information},
      • journal = {IEEE Transactions on Information Theory},
      • year = 2011,
      • volume = 58,
      • number = 1,
      • month = jan
      • }
    •  Z. Mai, H. Mansour, R. Mantiuk, P. Nasiopoulos, R. Ward and W. Heidrich, "Optimizing a Tone Curve for Backward-Compatible High Dynamic Range Image / Video Compression", IEEE Transactions on Image Processing, Vol. 20, pp. 1558-1571, June 2011.
      BibTeX
      • @Article{Mansour:TIP11,
      • author = {Mai, Z. and Mansour, H. and Mantiuk, R. and Nasiopoulos, P. and Ward, R. and Heidrich, W.},
      • title = {Optimizing a Tone Curve for Backward-Compatible High Dynamic Range Image / Video Compression},
      • journal = {IEEE Transactions on Image Processing},
      • year = 2011,
      • volume = 20,
      • pages = {1558--1571},
      • month = {June}
      • }
    •  Z. Mai, H. Mansour, P. Nasiopoulos and R. Ward, "Visually favorable tone-mapping with high compression performance", Proc. of the IEEE International Conference on Image Processing (ICIP), September 2010, pp. 1285-1288.
      BibTeX
      • @Inproceedings{Mansour:ICIP10a,
      • author = {Mai, Z. and Mansour, H. and Nasiopoulos, P. and Ward, R.},
      • title = {Visually favorable tone-mapping with high compression performance},
      • booktitle = {Proc. of the IEEE International Conference on Image Processing (ICIP)},
      • year = 2010,
      • pages = {1285--1288},
      • month = sep
      • }
    •  N. Sun, H. Mansour and R. Ward, "HDR image construction from multi-exposed stereo LDR images", Proc. of the IEEE International Conference on Image Processing (ICIP), September 2010, pp. 2973-2976.
      BibTeX
      • @Inproceedings{Mansour:ICIP10b,
      • author = {Sun, N. and Mansour, H. and Ward, R.},
      • title = {HDR image construction from multi-exposed stereo LDR images},
      • booktitle = {Proc. of the IEEE International Conference on Image Processing (ICIP)},
      • year = 2010,
      • pages = {2973--2976},
      • month = sep
      • }
    •  H. Mansour, R. Saab, P. Nasiopoulos and R. Ward, "Color Image Desaturation Using Sparse Reconstruction", Proc. of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), March 2010, pp. 778-781.
      BibTeX
      • @Inproceedings{Mansour:ICASSP10,
      • author = {Mansour, H. and Saab, R. and Nasiopoulos, P. and Ward, R.},
      • title = {Color Image Desaturation Using Sparse Reconstruction},
      • booktitle = {Proc. of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP)},
      • year = 2010,
      • pages = {778--781},
      • month = mar
      • }
    •  H. Mansour, Y. P. Fallah, P. Nasiopoulos and V. Krishnamurthy, "Dynamic Resource Allocation for MGS H.264/AVC Video Transmission Over Link-Adaptive Networks", IEEE Transactions on Multimedia, Vol. 11, No. 8, pp. 1478-1491, Dec. 2009.
      BibTeX
      • @Article{Mansour:TMM09,
      • author = {Mansour, H. and Fallah, Y. P. and Nasiopoulos, P. and Krishnamurthy, V.},
      • title = {Dynamic Resource Allocation for MGS H.264/AVC Video Transmission Over Link-Adaptive Networks},
      • journal = {IEEE Transactions on Multimedia},
      • year = 2009,
      • volume = 11,
      • number = 8,
      • pages = {1478--1491},
      • month = {Dec.}
      • }
    •  Y. P. Fallah, H. Mansour, S. Khan, P. Nasiopoulos and H. Alnuweiri, "A Link Adaptation Scheme for Efficient Transmission of H.264 Scalable Video Over Multirate WLANs", IEEE Transactions on Circuits and Systems for Video Technology, Vol. 18, pp. 875-887, July 2008.
      BibTeX
      • @Article{Mansour:TCSVT08,
      • author = {Fallah, Y. P. and Mansour, H. and Khan, S. and Nasiopoulos, P. and Alnuweiri, H.},
      • title = {A Link Adaptation Scheme for Efficient Transmission of H.264 Scalable Video Over Multirate WLANs},
      • journal = {IEEE Transactions on Circuits and Systems for Video Technology},
      • year = 2008,
      • volume = 18,
      • pages = {875--887},
      • month = {July}
      • }
    •  H. Mansour, V. Krishnamurthy and P. Nasiopoulos, "Channel Aware Multiuser Scalable Video Streaming Over Lossy Under-Provisioned Channels: Modeling and Analysis", IEEE Transactions on Multimedia, Vol. 10, No. 7, pp. 1366-1381, Nov. 2008.
      BibTeX
      • @Article{Mansour:TMM08,
      • author = {Mansour, H. and Krishnamurthy, V. and Nasiopoulos, P.},
      • title = {Channel Aware Multiuser Scalable Video Streaming Over Lossy Under-Provisioned Channels: Modeling and Analysis},
      • journal = {IEEE Transactions on Multimedia},
      • year = 2008,
      • volume = 10,
      • number = 7,
      • pages = {1366--1381},
      • month = {Nov.}
      • }
    •  H. Mansour, "Modeling of Scalable Video Content for Multi-user Wireless Transmission".
      BibTeX
      • @Other{Mansour:PhD,
      • author = {Mansour, H.},
      • title = {Modeling of Scalable Video Content for Multi-user Wireless Transmission},
      • note = { Ph.D. Thesis, University of British Columbia, 2005}
      • }

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  • Videos

  • MERL Issued Patents

    • Title: "Sensing using Inverse Multiple Scattering with Phaseless Measurements"
      Inventors: Ma, Yanting; Lodhi, Muhammad Asad; Mansour, Hassan; Boufounos, Petros T.; Liu, Dehong
      Patent No.: 11,635,394
      Issue Date: Apr 25, 2023
    • Title: "System and Method for Tracking Expanded State of an Object"
      Inventors: Wang, Pu; Xia, Yuxuan; Berntorp, Karl; Koike-Akino, Toshiaki; Mansour, Hassan; Boufounos, Petros T.; Orlik, Philip V.
      Patent No.: 11,619,494
      Issue Date: Apr 4, 2023
    • Title: "Radar Detection of Moving Object with Waveform Separation Residual"
      Inventors: Wang, Pu; Boufounos, Petros T.; Mansour, Hassan; Orlik, Philip V.
      Patent No.: 11,567,183
      Issue Date: Jan 31, 2023
    • Title: "System and Method for Tracking a Deformation"
      Inventors: Aeron, Shuchin; Ma, Yanting; Boufounos, Petros T.; Mansour, Hassan
      Patent No.: 11,500,086
      Issue Date: Nov 15, 2022
    • Title: "Systems and Methods for Blind Multi-Spectral Image Fusion"
      Inventors: Liu, Dehong; Yu, Lantao; Ma, Yanting; Mansour, Hassan; Boufounos, Petros T.
      Patent No.: 11,481,876
      Issue Date: Oct 25, 2022
    • Title: "System and Method for Radar Imaging for Antennas with Position Ambiguities"
      Inventors: Lodhi, Muhammad Asad; Mansour, Hassan; Boufounos, Petros T.
      Patent No.: 11,397,260
      Issue Date: Jul 26, 2022
    • Title: "Radar Imaging for Antennas with Clock Ambiguities"
      Inventors: Mansour, Hassan; Boufounos, Petros T.; Lodhi, Muhammad Asad
      Patent No.: 11,300,676
      Issue Date: Apr 12, 2022
    • Title: "System and Method for Remote Measurements of Vital Signs"
      Inventors: Marks, Tim; Mansour, Hassan; Nowara, Ewa; Nakamura, Yudai; Veeraraghavan, Ashok N.
      Patent No.: 11,259,710
      Issue Date: Mar 1, 2022
    • Title: "Tomographic Imaging System"
      Inventors: Mansour, Hassan; Kadu, Ajinkya; Boufounos, Petros T.; Liu, Dehong
      Patent No.: 11,204,317
      Issue Date: Dec 21, 2021
    • Title: "Image Reconstruction using Artificial Intelligence (Ai) Modules Agnostic to Image Acquisition Settings"
      Inventors: Mansour, Hassan; Boufounos, Petros T.; Al-Shabili, Abdullah
      Patent No.: 11,087,441
      Issue Date: Aug 10, 2021
    • Title: "Robust Image Registration For Multiple Rigid Transformed Images"
      Inventors: Liu, Dehong; Mansour, Hassan; Boufounos, Petros T.
      Patent No.: 10,949,987
      Issue Date: Mar 16, 2021
    • Title: "Method and System for Predicting Dynamical Flows from Control Inputs and Limited Observations"
      Inventors: Mansour, Hassan
      Patent No.: 10,909,387
      Issue Date: Feb 2, 2021
    • Title: "Systems and Methods for Multi-Spectral Image Fusion Using Unrolled Projected Gradient Descent and Convolutinoal Neural Network"
      Inventors: Liu, Dehong; Lohit, Suhas; Mansour, Hassan; Boufounos, Petros T.
      Patent No.: 10,891,527
      Issue Date: Jan 12, 2021
    • Title: "System and Method for Robust Sensor Localization Based on Euclidean Distance Matrix"
      Inventors: Liu, Dehong; Mansour, Hassan; Boufounos, Petros T.; Kamilov, Ulugbek
      Patent No.: 10,823,845
      Issue Date: Nov 3, 2020
    • Title: "System and Method for Multimodal, Motion-Aware Radar Imaging"
      Inventors: Boufounos, Petros T.; Mansour, Hassan; Srinivasa, Rakshith Sharma; van Baar, Jeroen
      Patent No.: 10,768,294
      Issue Date: Sep 8, 2020
    • Title: "System and Method for Fused Radar Imaging Under Position Ambiguity of Antennas"
      Inventors: Mansour, Hassan; Kamilov, Ulugbek; Liu, Dehong; Boufounos, Petros T.
      Patent No.: 10,677,915
      Issue Date: Jun 9, 2020
    • Title: "SPARSITY ENFORCING NEURAL NETWORK"
      Inventors: Kamilov, Ulugbek; Mansour, Hassan; Liu, Dehong
      Patent No.: 10,657,446
      Issue Date: May 19, 2020
    • Title: "System and Method for Determining Structure of Material"
      Inventors: Kamilov, Ulugbek; Liu, Dehong; Mansour, Hassan; Boufounos, Petros T.
      Patent No.: 10,571,408
      Issue Date: Feb 25, 2020
    • Title: "Systems and Methods for Multi-Spectral Image Super-Resolution"
      Inventors: Liu, Dehong; Wen, Bihan; Kamilov, Ulugbek; Mansour, Hassan; Boufounos, Petros T.
      Patent No.: 10,482,576
      Issue Date: Nov 19, 2019
    • Title: "Systems and Methods of Fusing Multi-angle View HD Images Based on Epipolar Geometry and Matrix Completion"
      Inventors: Liu, Dehong; Ma, Yanting; Mansour, Hassan; Kamilov, Ulugbek; Taguchi, Yuichi; Boufounos, Petros T.; Vetro, Anthony
      Patent No.: 10,212,410
      Issue Date: Feb 19, 2019
    • Title: "Methods and Systems for Predicting Flow of Crowds from Limited Observations"
      Inventors: Mansour, Hassan; Benosman, Mouhacine; Huroyan, Vahan
      Patent No.: 10,210,398
      Issue Date: Feb 19, 2019
    • Title: "System and Method for Through-the-Wall-Radar-Imaging using Total-Variation Denoising"
      Inventors: Handa, Hiroyuki; Mansour, Hassan; Liu, Dehong; Kamilov, Ulugbek
      Patent No.: 9,971,019
      Issue Date: May 15, 2018
    • Title: "Method and System for Through-the-Wall Radar Imaging"
      Inventors: Mansour, Hassan; Kamilov, Ulugbek
      Patent No.: 9,915,730
      Issue Date: Mar 13, 2018
    • Title: "Method and System for Segmenting Pedestrian Flows in Videos"
      Inventors: Mansour, Hassan; Dicle, Caglayan; Tian, Dong; Benosman, Mouhacine; Vetro, Anthony
      Patent No.: 9,892,520
      Issue Date: Feb 13, 2018
    • Title: "Method for Segmenting and Tracking Content in Videos Using Low-Dimensional Subspaces and Sparse Vectors"
      Inventors: Mansour, Hassan; Jiang, Xin
      Patent No.: 9,697,614
      Issue Date: Jul 4, 2017
    • Title: "Depth-Weighted Group-Wise Principal Component Analysis for Video Foreground/Background Separation"
      Inventors: Tian, Dong; Mansour, Hassan; Vetro, Anthony
      Patent No.: 9,679,387
      Issue Date: Jun 13, 2017
    • Title: "Method for Extracting Low-Rank Descriptors from Images and Videos for Querying, Classification, and Object Detection"
      Inventors: Mansour, Hassan; Rane, Shantanu D.; Boufounos, Petros T.; Vetro, Anthony
      Patent No.: 9,639,761
      Issue Date: May 2, 2017
    • Title: "Method for Estimating Parameters of a Graph Spectral Filter Using Training Data"
      Inventors: Wang, Yongzhe; Tian, Dong; Mansour, Hassan; Vetro, Anthony; Ortega, Antonio
      Patent No.: 9,619,755
      Issue Date: Apr 11, 2017
    • Title: "Method and System for Segmenting Pedestrian Flows in Videos"
      Inventors: Mansour, Hassan; Dicle, Caglayan; Tian, Dong; Benosman, Mouhacine; Vetro, Anthony
      Patent No.: 9,600,896
      Issue Date: Mar 21, 2017
    • Title: "Method for Graph Based Processing of Signals"
      Inventors: Tian, Dong; Mansour, Hassan; Kniazev, Andrei; Vetro, Anthony
      Patent No.: 9,600,865
      Issue Date: Mar 21, 2017
    • Title: "Method and System for Reconstructing Sampled Signals"
      Inventors: Kniazev, Andrei; Gadde, Akshay; Tian, Dong; Mansour, Hassan; Waters, Richard C.
      Patent No.: 9,510,787
      Issue Date: Dec 6, 2016
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