Marianna Pensky

2 accepted papers

2015

SWIFT: Sparse Withdrawal of Inliers in a First Trial

Maryam Jaberi, Marianna Pensky, Hassan Foroosh

CVPR 2015poster

We study the simultaneous detection of multiple structures in the presence of overwhelming number of outliers in a large population of points. Our approach reduces the problem to sampling an extremely sparse subset of the original population of data in one grab, followed by an unsupervised clusterin…

Cited by 9 Source ↗PDF ↗Scholar ↗

2015

Sparse Convolutional Neural Networks

Baoyuan Liu, Min Wang, Hassan Foroosh, Marshall Tappen, Marianna Pensky

CVPR 2015poster

Deep neural networks have achieved remarkable performance in both image classification and object detection problems, at the cost of a large number of parameters and computational complexity. In this work, we show how to reduce the redundancy in these parameters using a sparse decomposition. Maximum…

Cited by 1157 Source ↗PDF ↗Scholar ↗