Publications

Journals

S. H. Khan, M. Hayat, M. Bennamoun, F. Sohel, R. Togneri. “Cost Sensitive Learning of Deep Feature Representations from Imbalanced Data”, IEEE Transactions on Neural Networks and Learning Systems, (IEEE TNNLS). Accepted. Impact Factor: 6.1.

M. Hayat, S. H. Khan, M. Bennamoun. “Empowering Simple Binary Classifiers for Image Set based Face Recognition”, International Journal of Computer Vision (IJCV). Volume 123, Issue3, pp 479-498.Impact Factor: 8.222. Paper

M. Hayat, S. H. Khan, M. Bennamoun and S. An. “A Spatial Layout and Scale Invariant Feature Representation for Indoor Scene Classification”, IEEE Transactions on Image Processing, IEEE TIP. Volume 25, Issue, 2016, pp 4829-4841. Impact Factor: 4.828.

S. H. Khan, M. Hayat, M. Bennamoun, R. Togneri, and F. Sohel. “A Discriminative Representation of Convolutional Features for Indoor Scene Recognition”, IEEE Transactions on Image Processing (IEEE TIP). Volume 25, Issue 7, 2016, pp 3372-3383. Impact Factor: 4.828.

Munawar Hayat, M. Bennamoun and Senjian An. “Deep Reconstruction Models for Image Set Classification”, IEEE Trans. on Pattern Analysis and Machine Intelligence (IEEE TPAMI). Volume 37, Issue 4, 2015, pp 713 – 727. Impact Factor: 8.329 [Paper]

Munawar Hayat and M. Bennamoun. “An Automatic Framework for Textured 3D Video-based Facial Expression Recognition”, IEEE Transactions on Affective Computing Volume 5, Number 3 – July-Sept 2014 pp: 301-313. Impact Factor:3.148 [Paper]

Y. Lei, Y. Guo, Munawar Hayat, M. Bennamoun, and X. Zhou. “A Two-Phase Weighted Collaborative Representation for 3D Partial Face Recognition with Single Sample”, Pattern Recognition Volume 52, April 2016, pp 218 – 237. Impact Factor: 4.582

Munawar Hayat, M. Bennamoun and A. El-Sallam. “An RGB-D based Image Set Classification for Robust Face Recognition from Kinect Data”, Neurocomputing. Vol 171, 2015 pp: 889-900. Impact Factor: 3.317 [Paper]

Y. Lei, M. Bennamoun, Munawar Hayat and Y. Guo. “An efficient 3D face recognition approach using local geometrical signatures”, Pattern Recognition , Volume 47, Number 2, 2014, pp 509 – 524. Impact Factor: 4.582

 

Conferences

SH. Khan, M. Hayat and F. Porikli. “Scene Categorization with Spectral Features”, IEEE International Conference on Computer Vision, ICCV’17. Venice, Italy.

Munawar Hayat, SH. Khan, N. Werghi, R.Goecke “Towards Accurate Unconstrained Face Identification”, IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR’17. Honolulu, Hawaii, USA. Paper

S. An, Munawar Hayat, M. Bennamoun, F. Boussaid, F. Sohel. “Contractive Rectifier Networks for Nonlinear Maximum Margin Classification”, IEEE International Conference on Computer Vision, ICCV’15. Santiago, Chile. [Paper]

Munawar Hayat, M. Bennamoun and Senjian An. “Reverse Training: An efficient Approach for Image Set Classification”, European Conference on Computer Vision, ECCV’14 Zurich, Switherland. [Paper] [Codes]

Munawar Hayat, M. Bennamoun and Senjian An. “Learning Non-linear Reconstruction Models for Image Set Classification”, IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR’14. Columbus, USA. [Paper] [Codes]

Munawar Hayat, M. Bennamoun and A. El-Sallam. “Clustering of video-patches on Grassmannian manifold for facial expression recognition from 3D videos”, IEEE Workshop on the Applications of Computer Vision, WACV’13. Florida, USA, Jan. 2013. [Paper]

Munawar Hayat, M. Bennamoun, Y. Lei, A. El-Sallam. “Novel low level local features for 3D expression invariant face recognition”, 12th International Conference on Control, Automation, Robotics and Vision, ICARCV’12. Singapore, Dec. 2012. [Paper]

Munawar Hayat, M. Bennamoun and A. El-Sallam. “Fully automatic face recognition from 3D videos”. 21st International Conference on Pattern Recognition, ICPR’12. Tsukuba, Japan, Nov. 2012. [Paper]

Munawar Hayat, M. Bennamoun and A. El-Sallam. “Evaluation of spatiotemporal detectors and descriptors for facial expression recognition”, 5th International Conference on Human System Interactions, HSI’12. Perth, Australia, June 2012. [Paper]