Saeid Motiian About Me
The goal of my PhD research is to leverage the auxiliary information available only during training to improve visual recognition. We are also interested in addressing the domain adaptation problem for visual recognition in different settings. Specifically, we are interested in the settings when unlabeled samples from a target domain together with auxiliary information are available in training and when very few labeled samples from a target domain are available in training.
Publications
2017
Motiian, S., Jones, Q., Iranmanesh, S. M. and Doretto, G. "Few-Shot Adversarial Domain Adaptation" Neural Information Processing Systems (NIPS).
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Motiian, S., Piccirilli, M., Adjeroh, D., and Doretto, G. "Unified Deep Supervised Domain Adaptation and Generalization" International Conference on Computer Vision (ICCV).
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 (TCSVT).
2016
Motiian, S., Piccirilli, M., Adjeroh, D., and Doretto, G. "Information Bottleneck Learning Using Privileged Information for Visual Recognition" The IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
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Motiian, S. and Doretto, G. "Information Bottleneck Domain Adaptation with Privileged Information for Visual Recognition" The European Conference on Computer Vision (ECCV).
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Donai, J. Motiian, S., and Doretto, G. "Automated classification of vowel category and speaker type in the high-frequency spectrum" Audiology Research.
2015
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.
2014
Siyahjani, F., Motiian, S., Bharthavarapu, H., Sharlemin, S., and Doretto, G. "Online Geometric Human Interaction Segmentation and Recognition" In Proceedings of IEEE International Conference on Multimedia and Expo, July 2014.
2013
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.
2011
Motiian, S., Aghababaie, M. and Soltanian-Zadeh, H. "Particle Swarm Optimization (PSO) of Power Allocation in Cognitive Radio Systems with Interference Constraints" In Proceedings of IEEE International Conference on Broadband Network& Multimedia Technology, Oct, 2011.
Motiian, S. and Soltanian-Zadeh, H. "Improved Particle Swarm Optimization and Applications to Hidden Markov Model and Ackley Function" IEEE International Conference on Computational Intelligence for Measurement Systems and Applications, July, 2011.