Rohit Keshari

2 accepted papers

2020

Generalized Zero-Shot Learning via Over-Complete Distribution

Rohit Keshari, Richa Singh, Mayank Vatsa

CVPR 2020poster

A well trained and generalized deep neural network (DNN) should be robust to both seen and unseen classes. However, the performance of most of the existing supervised DNN algorithms degrade for classes which are unseen in the training set. To learn a discriminative classifier which yields good perfo…

Cited by 168 PDF ↗Scholar ↗

2018

Learning Structure and Strength of CNN Filters for Small Sample Size Training

Rohit Keshari, Mayank Vatsa, Richa Singh, Afzel Noore

CVPR 2018poster

Convolutional Neural Networks have provided state-of-the-art results in several computer vision problems. However, due to a large number of parameters in CNNs, they require a large number of training samples which is a limiting factor for small sample size problems. To address this limitation, in th…

Cited by 127 Source ↗PDF ↗Scholar ↗