Search Results for author: A. Wong

Found 3 papers, 0 papers with code

Synthesizing Deep Neural Network Architectures using Biological Synaptic Strength Distributions

no code implementations1 Jul 2017 A. H. Karimi, M. J. Shafiee, A. Ghodsi, A. Wong

In this work, we perform an exploratory study on synthesizing deep neural networks using biological synaptic strength distributions, and the potential influence of different distributions on modelling performance particularly for the scenario associated with small data sets.

Small Data Image Classification

Random Feature Maps via a Layered Random Projection (LaRP) Framework for Object Classification

no code implementations4 Feb 2016 A. G. Chung, M. J. Shafiee, A. Wong

The approximation of nonlinear kernels via linear feature maps has recently gained interest due to their applications in reducing the training and testing time of kernel-based learning algorithms.

General Classification Object

NeRD: a Neural Response Divergence Approach to Visual Salience Detection

no code implementations4 Feb 2016 M. J. Shafiee, P. Siva, C. Scharfenberger, P. Fieguth, A. Wong

In this paper, a novel approach to visual salience detection via Neural Response Divergence (NeRD) is proposed, where synaptic portions of deep neural networks, previously trained for complex object recognition, are leveraged to compute low level cues that can be used to compute image region distinctiveness.

Object Recognition

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