790 citations · 1.7k across the 23 of their papers we have counts for
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Exploiting Layerwise Convexity of Rectifier Networks with Sign Constrained Weights
Senjian An, Farid Boussaid, Mohammed Bennamoun +1
By introducing sign constraints on the weights, this paper proposes sign constrained rectifier networks (SCRNs), whose training can be solved efficiently by the well known majoriza…
A New Representation of Skeleton Sequences for 3D Action Recognition
Qiuhong Ke, Mohammed Bennamoun, Senjian An +2
This paper presents a new method for 3D action recognition with skeleton sequences (i.e., 3D trajectories of human skeleton joints). The proposed method first transforms each skele…
Efficient Image Set Classification using Linear Regression based Image Reconstruction
Syed Afaq Ali Shah, Uzair Nadeem, Mohammed Bennamoun +2
We propose a novel image set classification technique using linear regression models. Downsampled gallery image sets are interpreted as subspaces of a high dimensional space to avo…