Search Results for author: Austin Lawson

Found 3 papers, 1 papers with code

TopoResNet: A hybrid deep learning architecture and its application to skin lesion classification

no code implementations13 May 2019 Yu-Min Chung, Chuan-Shen Hu, Austin Lawson, Clifford Smyth

We also combined those topological features, PS and PC, into ResNet-101 model, which we call {\em TopoResNet-101}, the results show that PS and PC are effective in two folds---improving classification performances and stabilizing the training process.

General Classification Lesion Classification +2

Persistence Curves: A canonical framework for summarizing persistence diagrams

1 code implementation16 Apr 2019 Yu-Min Chung, Austin Lawson

First, we develop a general and unifying framework of vectorizing diagrams that we call the \textit{Persistence Curves} (PCs), and show that several well-known summaries, such as Persistence Landscapes, fall under the PC framework.

BIG-bench Machine Learning Texture Classification +1

Cannot find the paper you are looking for? You can Submit a new open access paper.