Gianfranco Doretto / Publications

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2017

  • Piccirilli, M., Doretto, G., and Adjeroh, D.
    A Framework for Analyzing the Whole-Body Surface Area from a Single View
    Plos One, 12(1):e0166749, 2017.
    Details   BibTeX   PDF (7.1MB )  
  • Motiian, S., Siyahjani, F., Almohsen, R., and Doretto, G.
    Online Human Interaction Detection and Recognition with Multiple Cameras
    IEEE Transactions on Circuits and Systems for Video Technology, 27(3):649–663, March 2017.
    Details   BibTeX   PDF (7.1MB )  
  • Motiian, S., Jones, Q., Iranmanesh, S. M., and Doretto, G.
    Few-Shot Adversarial Domain Adaptation
    In Proceedings of the Conference on Neural Information Processing Systems (NIPS), December 2017.
    Details   BibTeX   PDF (1.2MB )  
  • Motiian, S., Piccirilli, M., Adjeroh, D., and Doretto, G.
    Unified Deep Supervised Domain Adaptation and Generalization
    In Proceedings of IEEE International Conference on Computer Vision (ICCV), pp. 5715–5725, October 2017.
    Details   BibTeX   PDF (2.7MB )  

2016

  • Donai, J. J., Motiian, S., and Doretto, G.
    Automated classification of vowel category and speaker type in the high-frequency spectrum
    Audiology Research, 6(1):137, 2016.
    Details   BibTeX   PDF (837.5kB )  
  • Piccirilli, M., Doretto, G., Ross, A., and Adjeroh, D.
    A Mobile Structured Light System for 3D Face Acquisition
    IEEE Sensors Journal, 16(7):1854–1855, 2016.
    Details   BibTeX   PDF (344.9kB )  
  • Holcomb, P. S., Morehead, M., Doretto, G., Chen, P., Berg, S., Plaza, S., and Spirou, G.
    Rapid and Semi-Automated Extraction of Neuronal Cell Bodies and Nuclei from Electron Microscopy Image Stacks
    Methods in Molecular Biology, 1427:277–290, 2016.
    Details   BibTeX   PDF (1.4MB )  
  • Motiian, S. and Doretto, G.
    Information Bottleneck Domain Adaptation with Privileged Information for VisualRecognition
    In Proceedings of the European Conference on Computer Vision (ECCV), pp. 630–647, 2016.
    Details   BibTeX   PDF (3.0MB )  
  • Motiian, S., Piccirilli, M., Adjeroh, D., and Doretto, G.
    Information Bottleneck Learning Using Privileged Information for Visual Recognition
    In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1496–1505, 2016.
    Details   BibTeX   PDF (409.8kB )  

2015

  • Siyahjani, F., Almohsen, R., Sabri, S., and Doretto, G.
    A Supervised Low-rank Method for Learning Invariant Subspaces
    In Proceedings of IEEE International Conference on Computer Vision (ICCV), 2015.
    Details   BibTeX   PDF (586.2kB )  
  • Motiian, S., Pergami, P., Guffey, K., Mancinelli, C. A., and Doretto, G.
    Automated extraction and validation of children's gait parameters with the Kinect
    BioMedical Engineering OnLine, 14:112, BioMed Central Ltd, 2015.
    Details   BibTeX   PDF (2.1MB )  

2014

  • Johnson, C., Akbay, K., Day, A., Doretto, G., Tu, P. H., Dulgeroglu, O., Peterson, M., and Toledano, D.
    System and method to manage delivery of healthcare to a patient
    U.S. Patent 8,799,008 B2. Issued August 5, 2014.
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  • Siyahjani, F., Motiian, S., Bharthavarapu, H., Sharlemin, S., and Doretto, G.
    Online Geometric Human Interaction Segmentation and Recognition
    In icme, July 2014.
    Details   BibTeX   PDF (1.3MB )  
  • Morehead, M., Jones, Q., Blatt, J., Holcomb, P., Schultz, J., DeFanti, T., Ellisman, M., Doretto, G., and Spirou, G. A.
    BrainTrek -- An Immersive Environment for Investigating Neuronal Tissue
    In 3DUI, pp. 157–158, Minneapolis, MN, March 2014.
    Details   BibTeX   PDF (2.4MB )  

2013

  • Velasquez, A. F., Marani, G., Evans, T., Napolitano, M. R., Christian, J. A., and Doretto, G.
    Virtual simulator for testing a vision based pose estimation system for autonomous capture of satellites with interface rings
    In 21st Mediterranean Conference on Control and Automation (MED), pp. 1597–1602, 2013.
    Oral Presentation
    Details   BibTeX   PDF (399.1kB )  
  • Doretto, G., Ravichandran, A., Vidal, R., and Soatto, S.
    Dynamical Systems in Video Analysis
    In Chellapa, R. and Theodoridis, S., editors, Academic Press Library in Signal Processing, Elsevier Ltd., October 2013. 1 edition.
    Details   BibTeX   
  • Doretto, G., Wang, X., Sebastian, T., Rittscher, J., and Tu, P. H.
    Identifying descriptor for person or object in an image
    U.S. Patent 8,452,096 B2. Issued May 28, 2013.
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  • Doretto, G., Wang, X., Sebastian, T., Rittscher, J., and Tu, P. H.
    Identifying descriptor for person and object in an image
    U.S. Patent 8,457,406 B2. Issued June 4, 2013.
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  • Tu, P. H., Turner, K. R., Rittscher, J., Sebastian, T. B., Krahnstoever, N. O., Doretto, G., and Yu, T.
    Method and system for crowd segmentation
    U.S. Patent 8,355,576 B2. Issued January 15, 2013.
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  • Motiian, S., Feng, K., Bharthavarapu, H., Sharlemin, S., and Doretto, G.
    Pairwise Kernels for Human Interaction Recognition
    In Advances in Visual Computing, Lecture Notes in Computer Science, pp. 210–221, Springer Berlin Heidelberg, 2013.
    Oral Presentation
    Details   BibTeX   PDF (578.3kB )  

2012

  • Siyahjani, F. and Doretto, G.
    Learning a Context Aware Dictionary for Sparse Representation
    In Proceedings of The Asian Conference on Computer Vision (ACCV), pp. 1–14, 2012.
    Oral Presentation
    Details   BibTeX   PDF (1.0MB )  
  • Doretto, G., Wang, $^\boldsymbol*$X., Sebastian, T., Rittscher, J., and Tu, P. H.
    Device and method for fast computation of region based image features
    U.S. Patent 8,184,915 B2. Issued May 22, 2012.
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  • Doretto, G., Wang, X., Sebastian, T., Rittscher, J., and Tu, P. H.
    Identifying descriptor for person or object in an image
    U.S. Patent 8,165,397 B2. Issued April 24, 2012.
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  • Tu, P. H., Krahnstoever, N., Rittscher, J., and Doretto, G.
    Device and method for detecting targets in images based on user-defined classifiers
    U.S. Patent 8,295,543 B2. Issued October 23, 2012.
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  • De Marsico, M., Doretto, G., and Riccio, D.
    M-VIVIE: A multi-thread video indexer via identity extraction
    Pattern Recognition Letters, 33(14):1882–1890, 2012.
    Details   BibTeX   PDF (1.0MB )  
  • Krahnstoever, N., Tu, P H.., Doretto, G., and Perera, A. G. A.
    Detecting and tracking targets in images based on estimated target geometry
    U.S. Patent 8,320,613 B2. Issued November 27, 2012.
    Details   BibTeX   HTML 

2011

  • Doretto, G., Sebastian, T., Tu, P., and Rittscher, J.
    Appearance-based person reidentification in camera networks: problem overview and current approaches
    Journal of Ambient Intelligence and Humanized Computing, 2:127–151, Springer Berlin / Heidelberg, 2011.
    Details   BibTeX   PDF (2.1MB )  
  • Doretto, G. and Yi, Y.
    System, Method And Program Product For Camera-Based Object Analysis
    U.S. Patent 7,953,245 B2. Issued May 31, 2011.
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  • Tu, P. H., Thomenius, K. E., Krahnstoever, N. O., Rittscher, J., Hill, J. C., Doretto, G., Sebastian, T. B., and Ashe, J. M.
    Standoff detection systems and methods
    U.S. Patent 7,885,429 B2. Issued February 8, 2011.
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  • Tu, P.H., Brooksby, G.W., Doretto, G., Hamilton, D.W., Krahnstoever, N., Laflan, J.B., Liu, X., Patwardhan, K.A., Sebastian, T., Tong, Y., Tu, J., Wheeler, F.W., Wynnyk, C. M., Yao, Y., and Yu, T.
    Video Analytics for Force Protection
    In Bhanu, B., Ravishankar, C.V., Roy-Chowdhury, A.K., Aghajan, H., and Terzopoulos, D., editors, Distributed Video Sensor Networks, pp. 405–425, Springer London, 2011.
    Details   BibTeX   PDF (11.4MB )  
  • Lim, S., Doretto, G., and Rittscher, J.
    Multi-class Object Layout with Unsupervised Image Classification and Object Localization
    In International Symposium on Visual Computing, pp. 577–589, 2011.
    Oral Presentation
    Details   BibTeX   PDF (1.8MB )  

2010

  • Doretto, G. and Yao, Y.
    Region Moments: Fast invariant descriptors for detecting small image structures
    In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), 2010.
    Details   BibTeX   PDF (1.3MB )  
  • Tu, P. H., Sebastian, T. B., Rittscher, J., Krahnstoever, N. O., Doretto, G., and Liu, X.
    Method and system for performing image re-identification
    U.S. Patent 7,711,146 B2. Issued May 4, 2010.
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  • Lim, S., Doretto, G., and Rittscher, J.
    Object Constellations: Scalable, simultaneous detection and recognition of multiple specific objects
    In Proceedings of the ECCV Workshop on Vision for Cognitive Tasks, 2010.
    Oral Presentation
    Details   BibTeX   PDF (2.5MB )  
  • Yao, Y. and Doretto, G.
    Boosting for transfer learning with multiple sources
    In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), 2010.
    Details   BibTeX   PDF (767.8kB )  

2009

  • Doretto, G. and Yao, Y.
    Fast invariant region descriptors based on moments of image features
    Technical Report 2009GRC355, GE Global research, 2009. Visualization and Computer Vision Laboratory
    Details   BibTeX   
  • Kim, S. J., Doretto, G., Rittscher, J., Tu, P., Krahnstoever, N., and Pollefeys, M.
    A model change detection approach to dynamic scene modeling
    In Proceedings of IEEE International Conference on Video and Signal Based Surveillance, pp. 490–495, September 2009.
    Oral Presentation
    Details   BibTeX   PDF (922.5kB )  
  • Krahnstoever, N., Tu, P., Yu, T., Patwardhan, K., Hamilton, D., Yu, B., Greco, C., and Doretto, G.
    Intelligent video for protecting crowded sports venues
    In Proceedings of IEEE International Conference on Video and Signal Based Surveillance, pp. 116–121, September 2009. (Invited paper)
    Oral Presentation
    Details   BibTeX   PDF (3.9MB )  
  • Yao, Y. and Doretto, G.
    Boosting for transfer learning with multiple sources
    Technical Report 2009GRC1080, GE Global research, 2009. Visualization and Computer Vision Laboratory
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2008

  • Doretto, G.
    Adaptive Dynamic Background Modeling
    In Abstract Collection -- Statistical and Geometrical Approaches to Visual Motion Analysis, Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik, Germany, Dagstuhl, Germany, 2008. (Abstract)
    Oral Presentation
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  • Doretto, G. and Soatto, S.
    From dynamic texture to dynamic shape and appearance models: An overview
    In Mirmehdi, M., Xie, X., and Suri, J., editors, Handbook of texture analysis, Imperial College Press, 2008.
    Details   BibTeX   PDF (899.8kB )  
  • Wu, H., Liu, X., and Doretto, G.
    Face alignment using boosted ranking models
    In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1–8, 2008.
    Oral Presentation
    Details   BibTeX   PDF (1017.4kB )  
  • Wu, H., Liu, X., and Doretto, G.
    Face alignment via boosted ranking models
    Technical Report 2008GRC239, GE Global research, 2008. Visualization and Computer Vision Laboratory
    Details   BibTeX   
  • Tu, P., Sebastian, T., Doretto, G., Krahnstoever, N., Rittscher, J., and Yu, T.
    Unified crowd segmentation
    In Proceedings of the European Conference on Computer Vision (ECCV), pp. 691–704, 2008.
    Details   BibTeX   PDF (9.3MB )  
  • Tu, P., Yu, T., Rittscher, J., Doretto, G., Krahnstoever, N., and Sebastian, T.
    Unified crowd segementation
    Technical Report 2008GRC253, GE Global research, 2008. Visualization and Computer Vision Laboratory
    Details   BibTeX   

2007

  • Doretto, G. and Wang, X.
    Integral computations: A framework to compute fast region based features
    Technical Report 2007GRC593, GE Global Research, 2007. Visualization and Computer Vision Laboratory
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  • Doretto, G., Wang, X., Sebastian, T. B., Rittscher, J., and Tu, P.
    Shape and appearance context modeling: A fast framework for matching the appearance of people
    Technical Report 2007GRC594, GE Global Research, 2007. Visualization and Computer Vision Laboratory
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  • Tu, P. H., Doretto, G., Krahnstoever, N. O., Perera, A. A. G., Wheeler, F. W., Liu, X., Rittscher, J., Sebastian, T. B., Yu, T., and Harding, K. G.
    An intelligent video framework for homeland protection
    In Proceedings of SPIE Defence and Security Symposium - Unattended Ground, Sea, and Air Sensor Technologies and Applications IX, Orlando, FL, USA, April 9--13, 2007. (Invited paper)
    Details   BibTeX   PDF (1.3MB )  
  • Tu, P., Wheeler, F., Krahnstoever, N., Sebastian, T., Rittscher, J., Liu, X., Perera, A., and Doretto, G.
    Surveillance video analytics for large camera networks
    SPIE Newsroom, 2007.
    Details   BibTeX   PDF (1.0MB )  
  • Tu, P., Doretto, G., Krahnstoever, N., Perera, A. G. A., Wheeler, F., Liu, X., Rittscher, J., Sebastian, T., Yu, T., and Harding, K.
    An intelligent video framework for homeland protection
    Technical Report 2007GRC326, GE Global Research, 2007. Visualization and Computer Vision Laboratory
    Details   BibTeX   
  • Wang, X., Doretto, G., Sebastian, T. B., Rittscher, J., and Tu, P. H.
    Shape and appearance context modeling
    In Proceedings of IEEE International Conference on Computer Vision (ICCV), pp. 1–8, 2007.
    Details   BibTeX   PDF (299.9kB )  

2006

  • Perera, A. G. A., Brooksby, G., Hoogs, A., and Doretto, G.
    Moving object segmentation using scene understanding
    In Proceedings of IEEE Computer Society Workshop on Perceptual Organization in Computer Vision, pp. 201–208, New York City, NY, USA, June 17--22, 2006.
    Details   BibTeX   PDF (1.4MB )  
  • Doretto, G. and Soatto, S.
    Dynamic shape and appearance models
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 28(12):2006–2019, IEEE Computer Society, Los Alamitos, CA, USA, 2006.
    Details   BibTeX   PDF (1.7MB )  
  • Doretto, G. and Soatto, S.
    Modeling dynamic scenes: An overview of dynamic textures
    In Paragios, N., Chen, Y., and Faugeras, O., editors, Handbook of mathematical models in computer vision, pp. 343–357, Springer-Verlag, 2006.
    Details   BibTeX   PDF (501.8kB )  
  • Chan, M., Hoogs, A., Sun, Z., Schmiederer, J., Bhotika, R., and Doretto, G.
    Event recognition with fragmented object tracks
    Technical Report 2006GRC038, GE Global research, 2006. Visualization and Computer Vision Laboratory
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  • Krahnstoever, N., Sebastian, T., Doretto, G., Tu, P., and Mahony, M.
    Intelligent video based detection and tracking of suicide bombers at standoff distances
    In TSWG Explosives Detection Conference, Miami, FL, USA, June 12--16, 2006. (Abstract and poster)
    Details   BibTeX   
  • Chan, M. T., Hoogs, A., Bhotika, R., Perera, A., Schmiederer, J., and Doretto, G.
    Joint recognition of complex events and track matching
    In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1615–1622, New York City, NY, USA, June 2006.
    Details   BibTeX   PDF (958.4kB )  
  • Chan, M. T., Hoogs, A., Sun, Z., Schmiederer, J., Bhotika, R., and Doretto, G.
    Event recognition with fragmented object tracks
    In Proceedings of the International Conference on Pattern Recognition (ICPR), pp. 412–416, August 20--24, 2006.
    Details   BibTeX   PDF (637.5kB )  

2005

  • Perera, A. G. A., Brooksby, G., Hoogs, A., Doretto, G., and Kaufhold, J.
    Moving object segmentation using scene understanding
    Technical Report 2005GRC182, GE Global Research, 2005. Visualization and Computer Vision Laboratory
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  • Doretto, G.
    Modeling dynamic scenes with active appearance
    In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), pp. 66–73, San Diego, CA, USA, June 2005.
    Oral Presentation
    Details   BibTeX   PDF (310.9kB )  
  • Doretto, G.
    DYNAMIC TEXTURES: modeling, learning, synthesis, animation, segmentation, and recognition
    Ph.D. Thesis, University of California, Los Angeles, CA, 2005. Committee: Adnan Darwiche, Petros Faloutsos, Demetri Terzopoulos, Ying Nian Wu, Stefano Soatto (Chair)
    Details   BibTeX   PDF (6.9MB )  
  • Kim, S. J., Doretto, G., Rittscher, J., Tu, P., and Pollefeys, M.
    A saliency model for active camera control
    Technical Report 2005GRC591, GE Global Research, 2005. Visualization and Computer Vision Laboratory
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2004

  • Doretto, G., Jones, E., and Soatto, S.
    Spatially homogeneous dynamic textures
    In Proceedings of the European Conference on Computer Vision (ECCV), pp. 591–602, Prague, Czech Republic, May 2004.
    Oral Presentation
    Details   BibTeX   PDF (559.5kB )  
  • Doretto, G. and Soatto, S.
    Modeling dynamic scenes with active appearance
    Technical Report TR040053, UCLA Computer Science Department, 2004.
    Details   BibTeX   PDF (265.6kB )  

2003

  • Doretto, G., Chiuso, A., Wu, Y. N., and Soatto, S.
    Dynamic textures
    International Journal of Computer Vision (IJCV), 51(2):91–109, 2003.
    Details   BibTeX   PDF (2.6MB )  
  • Doretto, G., Cremers, D., Favaro, P., and Soatto, S.
    Dynamic texture segmentation
    In Proceedings of IEEE International Conference on Computer Vision (ICCV), pp. 1236–1242, Nice, France, October 2003.
    Details   BibTeX   PDF (241.2kB )  
  • Doretto, G. and Soatto, S.
    Editable dynamic textures
    In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), pp. 137–142, Madison, Wisconsin, USA, June 2003.
    Details   BibTeX   PDF (507.5kB )  
  • Doretto, G. and Soatto, S.
    Towards plenoptic dynamic textures
    In Proceedings of the 3rd International Workshop on Texture Analysis and Synthesis, pp. 25–30, Nice, France, October 2003.
    Details   BibTeX   PDF (987.7kB )  

2002

  • Doretto, G. and Soatto, S.
    Editable dynamic textures
    In Conference Abstracts and Applications of SIGGRAPH '02, pp. 177, San Antonio, Texas, USA, July 2002.
    Oral Presentation
    Details   BibTeX   PDF (822.3kB )  
  • Doretto, G.
    Dynamic texture modeling
    Master's Thesis, University of California, Los Angeles, CA,2002. Committee: Adnan Darwiche, Michael Dyer, Stefano Soatto (Chair).
    Details   BibTeX   PDF (6.8MB )  
  • Doretto, G. and Soatto, S.
    Editable dynamic textures
    Technical Report TR020001, UCLA Computer Science Department, 2002.
    Details   BibTeX   PDF (832.5kB )  
  • Doretto, G. and Soatto, S.
    Towards plenoptic dynamic textures
    Technical Report TR020043, UCLA Computer Science Department, 2002.
    Details   BibTeX   PDF (785.5kB )  
  • Lucchese, L., Doretto, G., and Cortelazzo, G. M.
    A frequency domain technique for range data registration
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(11):1468–1484, November 2002.
    Details   BibTeX   PDF (3.3MB )  

2001

  • Saisan, P., Doretto, G., Wu, Y. N., and Soatto, S.
    Dynamic texture recognition
    In Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), pp. 58–63, Kauai, Hawaii, USA, December 2001.
    Details   BibTeX   PDF (315.7kB )  
  • Soatto, S., Doretto, G., and Wu, Y. N.
    Closed-form learning and synthesis of dynamic textures
    In Workshop on the Convergence of Graphics, Vision, and Video, Berkeley, CA, USA, March 28--30, 2001. (Abstract and poster)
    Details   BibTeX   
  • Soatto, S., Doretto, G., and Wu, Y. N.
    Dynamic textures
    In Proceedings of IEEE International Conference on Computer Vision (ICCV), pp. 439–446, Vancouver, BC, Canada, July 2001.
    Oral Presentation
    Details   BibTeX   PDF (929.6kB )  

2000

  • Doretto, G., Pundir, P., Wu, Y. N., and Soatto, S.
    Dynamic textures
    Technical Report TR200032, UCLA Computer Science Department, 2000.
    Details   BibTeX   PDF (586.6kB )  

1998

  • Doretto, G.
    Frequency domain estimation of the 3D motion parameters
    Master's Thesis, University of Padua, Padua, Italy,1998. (In Italian)
    Telecom Italia Prize
    Details   BibTeX   PDF (10.6MB )  
  • Cortelazzo, G. M., Doretto, G., and Lucchese, L.
    Free-form textured surfaces registration by a frequency domaintechnique
    In Proceedings of IEEE International Conference on Image Processing (ICIP), pp. 813–817, Chicago, IL, USA, October 1998.
    Details   BibTeX   PDF (270.5kB )  
  • Cortelazzo, G. M., Doretto, G., Lucchese, L., and Totaro, S.
    Three dimensional view registration by a frequency domain technique
    In Proceedings of the European Signal Processing Conference (EUSIPCO), pp. 1289–1292, Island of Rhodes, Greece, September 1998.
    Details   BibTeX   PDF (555.2kB )  
  • Cortelazzo, G. M., Doretto, G., Lucchese, L., and Totaro, S.
    A frequency domain method for registration of range data
    In Proceedings of the IEEE International Symposium on Circuits and Systems (ISCAS), pp. 518–521, Monterey, CA, USA, May 31--June 3, 1998.
    Details   BibTeX   PDF (468.7kB )  

1997

  • Lucchese, L., Doretto, G., and Cortelazzo, G. M.
    Frequency domain estimation of 3D rigid motion based on range and intensity data
    In Proceedings of the International Conference on 3D Digital Imaging and Modeling, pp. 107–112, Ottawa, Ontario, Canada, May 1997.
    Oral Presentation
    Details   BibTeX   PDF (489.7kB )