no code implementations • 3 Jul 2017 • Tolga Tasdizen, Mehdi Sajjadi, Mehran Javanmardi, Nisha Ramesh
We present a neighborhood similarity layer (NSL) which induces appearance invariance in a network when used in conjunction with convolutional layers.
1 code implementation • 14 Aug 2016 • Ting Liu, Miaomiao Zhang, Mehran Javanmardi, Nisha Ramesh, Tolga Tasdizen
We then propose a Bayesian model that combines the supervised and the unsupervised information for probabilistic learning.
Electron Microscopy Image Segmentation Image Segmentation +2
no code implementations • NeurIPS 2016 • Mehdi Sajjadi, Mehran Javanmardi, Tolga Tasdizen
Effective convolutional neural networks are trained on large sets of labeled data.
Ranked #14 on Semi-Supervised Image Classification on SVHN, 250 Labels
no code implementations • 9 Jun 2016 • Mehdi Sajjadi, Mehran Javanmardi, Tolga Tasdizen
In this paper we consider the problem of semi-supervised learning with deep Convolutional Neural Networks (ConvNets).
2 code implementations • 4 May 2016 • Mehran Javanmardi, Mehdi Sajjadi, Ting Liu, Tolga Tasdizen
This can be seen as a regularization term that promotes piecewise smoothness of the label probability vector image produced by the ConvNet during learning.