Search Results for author: Xundong Wu

Found 5 papers, 1 papers with code

Intragroup sparsity for efficient inference

no code implementations1 Jan 2021 Zilin Yu, Chao Wang, Xin Wang, Yong Zhao, Xundong Wu

This work studies intragroup sparsity, a fine-grained structural constraint on network weight parameters.

Cross-Channel Intragroup Sparsity Neural Network

no code implementations26 Oct 2019 Zhilin Yu, Chao Wang, Xin Wang, Qing Wu, Yong Zhao, Xundong Wu

Modern deep neural networks rely on overparameterization to achieve state-of-the-art generalization.

Model Compression Network Pruning

Improved Expressivity Through Dendritic Neural Networks

no code implementations NeurIPS 2018 Xundong Wu, Xiangwen Liu, Wei Li, Qing Wu

In this study, we model such local nonlinearity of dendritic trees with our dendritic neural network (DENN) structure and apply this structure to typical machine learning tasks.

BIG-bench Machine Learning

Binarized Neural Networks on the ImageNet Classification Task

1 code implementation11 Apr 2016 Xundong Wu, Yong Wu, Yong Zhao

We trained Binarized Neural Networks (BNNs) on the high resolution ImageNet ILSVRC-2102 dataset classification task and achieved a good performance.

Classification General Classification

An Iterative Convolutional Neural Network Algorithm Improves Electron Microscopy Image Segmentation

no code implementations18 Jun 2015 Xundong Wu

To build the connectomics map of the brain, we developed a new algorithm that can automatically refine the Membrane Detection Probability Maps (MDPM) generated to perform automatic segmentation of electron microscopy (EM) images.

BIG-bench Machine Learning Electron Microscopy Image Segmentation +2

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