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Nick G. Kingsbury

2 accepted papers

2018

Generative Scatternet Hybrid Deep Learning (G-Shdl) Network with Structural Priors for Semantic Image Segmentation

ICASSP 2018accepted

This paper proposes a generative ScatterNet hybrid deep learning (G-SHDL) network for semantic image segmentation. The proposed generative architecture is able to train rapidly from relatively small labeled datasets using the introduced structural priors. In addition, the number of filters in each l…

Cited by 0SourceScholar
2017

Dual-Tree wavelet scattering network with parametric log transformation for object classification

ICASSP 2017accepted

We introduce a ScatterNet that uses a parametric log transformation with Dual-Tree complex wavelets to extract translation invariant representations from a multi-resolution image. The parametric transformation aids the OLS pruning algorithm by converting the skewed distributions into relatively mean…

Cited by 0SourceScholar