Hassan Mansour
- Phone: 617-621-7572
- Email:
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Position:
Research / Technical Staff
Senior Principal Research Scientist -
Education:
Ph.D., University of British Columbia, 2009 -
Research Areas:
External Links:
Hassan's Quick Links
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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.
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Recent News & Events
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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 ProcessingAbstract
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.
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NEWS MERL presenting 13 papers and an industry talk at ICASSP 2020 Date: May 4, 2020 - May 8, 2020
Where: Virtual Barcelona
MERL Contacts: Karl Berntorp; Petros T. Boufounos; Chiori Hori; Toshiaki Koike-Akino; Jonathan Le Roux; Dehong Liu; Yanting Ma; Hassan Mansour; Philip V. Orlik; Anthony Vetro; Pu (Perry) Wang; Gordon Wichern
Research Areas: Computational Sensing, Computer Vision, Machine Learning, Signal Processing, Speech & AudioBrief- MERL researchers are presenting 13 papers at the IEEE International Conference on Acoustics, Speech & Signal Processing (ICASSP), which is being held virtually from May 4-8, 2020. Petros Boufounos is also presenting a talk on the Computational Sensing Revolution in Array Processing (video) in ICASSP’s Industry Track, and Siheng Chen is co-organizing and chairing a special session on a Signal-Processing View of Graph Neural Networks.
Topics to be presented include recent advances in speech recognition, audio processing, scene understanding, computational sensing, array processing, and parameter estimation. Videos for all talks are available on MERL's YouTube channel, with corresponding links in the references below.
This year again, MERL is a sponsor of the conference and will be participating in the Student Job Fair; please join us to learn about our internship program and career opportunities.
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. Originally planned to be held in Barcelona, Spain, ICASSP has moved to a fully virtual setting due to the COVID-19 crisis, with free registration for participants not covering a paper.
- MERL researchers are presenting 13 papers at the IEEE International Conference on Acoustics, Speech & Signal Processing (ICASSP), which is being held virtually from May 4-8, 2020. Petros Boufounos is also presenting a talk on the Computational Sensing Revolution in Array Processing (video) in ICASSP’s Industry Track, and Siheng Chen is co-organizing and chairing a special session on a Signal-Processing View of Graph Neural Networks.
See All News & Events for Hassan -
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Internships with Hassan
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ST1791: Single Pixel Imaging
The Computational Sensing team at MERL is seeking motivated and qualified individuals to design sensing mechanisms and develop algorithms that perform high quality image and video reconstruction from a single pixel detector. The project goal is to improve the performance and develop robust methods that can reduce the number of snapshots required for image formation. Ideal candidates should be Ph.D. students and have solid background and publication record in any of the following, or related areas: compressed sensing, imaging inverse problems, large-scale optimization, plug-and-play priors, learning-based modeling for imaging, learning theory for computational imaging. 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.
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MERL Publications
- , "Linefield Coherent Sensing", arXiv, DOI: 10.48550/arXiv.2202.12161, February 2022.BibTeX arXiv
- @article{Yurdakul2022feb,
- author = {Yurdakul, Celalettin and Millar, David S. and Mansour, Hassan and Wang, Pu and Kojima, Keisuke and Koike-Akino, Toshiaki and Parsons, Kieran and Orlik, Philip V.},
- title = {Linefield Coherent Sensing},
- journal = {arXiv},
- year = 2022,
- month = feb,
- doi = {10.48550/arXiv.2202.12161},
- url = {http://arxiv.org/abs/2202.12161}
- }
- , "Fast and High-Quality Blind Multi-Spectral Image Pansharpening", IEEE Transactions on Geoscience and Remote Sensing, DOI: 10.1109/TGRS.2021.3091329, Vol. 60, pp. 1-17, January 2022.BibTeX TR2022-004 PDF
- @article{Yu2022jan,
- author = {Yu, Lantao and Liu, Dehong and Mansour, Hassan and Boufounos, Petros T.},
- title = {Fast and High-Quality Blind Multi-Spectral Image Pansharpening},
- journal = {IEEE Transactions on Geoscience and Remote Sensing},
- year = 2022,
- volume = 60,
- pages = {1--17},
- month = jan,
- doi = {10.1109/TGRS.2021.3091329},
- issn = {1558-0644},
- url = {https://www.merl.com/publications/TR2022-004}
- }
- , "Extended Object Tracking with Spatial Model Adaptation Using Automotive Radar", International Conference on Information Fusion (FUSION), November 2021, pp. 1-8.BibTeX TR2021-138 PDF
- @inproceedings{Yao2021nov,
- author = {Yao, Gang and WANG, PU and Berntorp, Karl and Mansour, Hassan and Boufounos, Petros T. and Orlik, Philip V.},
- title = {Extended Object Tracking with Spatial Model Adaptation Using Automotive Radar},
- booktitle = {International Conference on Information Fusion (FUSION)},
- year = 2021,
- pages = {1--8},
- month = nov,
- isbn = {IEEE Xplore},
- url = {https://www.merl.com/publications/TR2021-138}
- }
- , "Application-agnostic spatio-temporal hand graph representations for stable activity understanding", Tech. Rep. TR2021-112, Mitsubishi Electric Research Laboratories, Cambridge, MA, October 2021.BibTeX TR2021-112 PDF
- @techreport{MERL_TR2021-112,
- author = {Das, Pratyusha; Ortega, Antonio; Chen, Siheng; Mansour, Hassan; Vetro, Anthony},
- title = {Application-agnostic spatio-temporal hand graph representations for stable activity understanding},
- institution = {MERL - Mitsubishi Electric Research Laboratories},
- address = {Cambridge, MA 02139},
- number = {TR2021-112},
- month = oct,
- year = 2021,
- url = {https://www.merl.com/publications/TR2021-112/}
- }
- , "TURNIP: Time-series U-NET with Recurrence for NIR Imaging PPG", IEEE International Conference on Image Processing (ICIP), September 2021.BibTeX TR2021-099 PDF
- @inproceedings{Comas2021sep,
- author = {Comas, Armand and Marks, Tim K. and Mansour, Hassan and Lohit, Suhas and Ma, Yechi and Liu, Xiaoming},
- title = {TURNIP: Time-series U-NET with Recurrence for NIR Imaging PPG},
- booktitle = {IEEE International Conference on Image Processing (ICIP)},
- year = 2021,
- month = sep,
- url = {https://www.merl.com/publications/TR2021-099}
- }
- , "Linefield Coherent Sensing", arXiv, DOI: 10.48550/arXiv.2202.12161, February 2022.
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Other Publications
- , "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
- }
- , "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}
- }
- , "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}
- }
- , "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
- }
- , "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
- }
- , "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.}
- }
- , "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
- }
- , "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)}
- }
- , "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}
- }
- , "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
- }
- , "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
- }
- , "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
- }
- , "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
- }
- , "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
- }
- , "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.}
- }
- , "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}
- }
- , "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.}
- }
- , "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}
- }
- , "Improved wavefield reconstruction from randomized sampling via weighted one-norm minimization", to appear in Geophysics, 2013.
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Software Downloads
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Videos
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MERL Issued Patents
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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; Liu, Dehong; Kamilov, Ulugbek; 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
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 -
Title: "Method and System for Segmenting an Image Based on Motion Vanishing Points"
Inventors: Tian, Dong; Kao, Jiun-Yu; Mansour, Hassan; Vetro, Anthony
Patent No.: 9,430,840
Issue Date: Aug 30, 2016 -
Title: "Method and System for Through-the-Wall Imaging using Sparse Inversion for Blind Multi-Path Elimination"
Inventors: Mansour, Hassan
Patent No.: 9,335,408
Issue Date: May 10, 2016 -
Title: "Method and System for Through-the-Wall Imaging using Compressive Sensing and MIMO Antenna Arrays"
Inventors: Boufounos, Petros T.; Li, Li; Liu, Dehong; Mansour, Hassan; Sahinoglu, Zafer
Patent No.: 9,261,592
Issue Date: Feb 16, 2016 -
Title: "Method for Video Background Subtraction Using Factorized Matrix Completion"
Inventors: Mansour, Hassan; Vetro, Anthony
Patent No.: 9,247,139
Issue Date: Jan 26, 2016
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Title: "Radar Imaging for Antennas with Clock Ambiguities"
