169 citations · 327 across the 13 of their papers we have counts for
5 papers · 1 filter
Prior-based Domain Adaptive Object Detection for Hazy and Rainy Conditions
Vishwanath A. Sindagi, Poojan Oza, Rajeev Yasarla +1
Adverse weather conditions such as haze and rain corrupt the quality of captured images, which cause detection networks trained on clean images to perform poorly on these images. T…
C2AE: Class Conditioned Auto-Encoder for Open-set Recognition
Poojan Oza, Vishal M Patel
Models trained for classification often assume that all testing classes are known while training. As a result, when presented with an unknown class during testing, such closed-set…
Deep CNN-based Multi-task Learning for Open-Set Recognition
Poojan Oza, Vishal M. Patel
We propose a novel deep convolutional neural network (CNN) based multi-task learning approach for open-set visual recognition. We combine a classifier network and a decoder network…
Active Authentication using an Autoencoder regularized CNN-based One-Class Classifier
Poojan Oza, Vishal M. Patel
Active authentication refers to the process in which users are unobtrusively monitored and authenticated continuously throughout their interactions with mobile devices. Generally,…
One-Class Convolutional Neural Network
Poojan Oza, Vishal M. Patel
We present a novel Convolutional Neural Network (CNN) based approach for one class classification. The idea is to use a zero centered Gaussian noise in the latent space as the pseu…