3 papers
cs.CV2017
Appearance invariance in convolutional networks with neighborhood similarity
Tolga Tasdizen, Mehdi Sajjadi, Mehran Javanmardi +1
We present a neighborhood similarity layer (NSL) which induces appearance invariance in a network when used in conjunction with convolutional layers. We are motivated by the observ…
cs.CV2016
Regularization With Stochastic Transformations and Perturbations for Deep Semi-Supervised Learning
Mehdi Sajjadi, Mehran Javanmardi, Tolga Tasdizen
Effective convolutional neural networks are trained on large sets of labeled data. However, creating large labeled datasets is a very costly and time-consuming task. Semi-supervise…
cs.CV2016
Mutual Exclusivity Loss for Semi-Supervised Deep Learning
Mehdi Sajjadi, Mehran Javanmardi, Tolga Tasdizen
In this paper we consider the problem of semi-supervised learning with deep Convolutional Neural Networks (ConvNets). Semi-supervised learning is motivated on the observation that…