Search Results for author: Pooran Singh Negi

Found 3 papers, 1 papers with code

BReG-NeXt: Facial Affect Computing Using Adaptive Residual Networks With Bounded Gradient

1 code implementation18 Apr 2020 Behzad Hasani, Pooran Singh Negi, Mohammad H. Mahoor

We conducted comprehensive experiments on the categorical and dimensional models of affect on the challenging in-the-wild databases of AffectNet, FER2013, and Affect-in-Wild.

Facial Expression Recognition

Bounded Residual Gradient Networks (BReG-Net) for Facial Affect Computing

no code implementations5 Mar 2019 Behzad Hasani, Pooran Singh Negi, Mohammad H. Mahoor

This paper introduces Bounded Residual Gradient Networks (BReG-Net) for facial expression recognition, in which the shortcut connection between the input and the output of the ResNet module is replaced with a differentiable function with a bounded gradient.

Facial Expression Recognition

Leveraging Class Similarity to Improve Deep Neural Network Robustness

no code implementations23 Dec 2018 Pooran Singh Negi, David Chan, Mohammad Mahoor

Traditionally artificial neural networks (ANNs) are trained by minimizing the cross-entropy between a provided groundtruth delta distribution (encoded as one-hot vector) and the ANN's predictive softmax distribution.

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