Design of Efficient Convolutional Layers using Single Intra-channel Convolution, Topological Subdivisioning and Spatial "Bottleneck" Structure

1 code implementation • 15 Aug 2016 • Min Wang, Baoyuan Liu, Hassan Foroosh

A topological subdivisioning is adopted to reduce the connection between the input channels and output channels.

Sparse Convolutional Neural Networks

no code implementations • CVPR 2015 • Baoyuan Liu, Min Wang, Hassan Foroosh, Marshall Tappen, Marianna Pensky

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.

Image Classification object-detection +1

Probabilistic Label Trees for Efficient Large Scale Image Classification

no code implementations • CVPR 2013 • Baoyuan Liu, Fereshteh Sadeghi, Marshall Tappen, Ohad Shamir, Ce Liu

Large-scale recognition problems with thousands of classes pose a particular challenge because applying the classifier requires more computation as the number of classes grows.

Classification General Classification +1