533 citations · 545 across the 3 of their papers we have counts for
3 papers
cs.LG2022
Multilevel-in-Layer Training for Deep Neural Network Regression
Colin Ponce, Ruipeng Li, Christina Mao +1
A common challenge in regression is that for many problems, the degrees of freedom required for a high-quality solution also allows for overfitting. Regularization is a class of st…
cs.LG2020★ 12 cited
Multiresolution Convolutional Autoencoders
Yuying Liu, Colin Ponce, Steven L. Brunton +1
We propose a multi-resolution convolutional autoencoder (MrCAE) architecture that integrates and leverages three highly successful mathematical architectures: (i) multigrid methods…
cs.RO2011★ 533 cited
Unstructured Human Activity Detection from RGBD Images
Jaeyong Sung, Colin Ponce, Bart Selman +1
Being able to detect and recognize human activities is essential for several applications, including personal assistive robotics. In this paper, we perform detection and recognitio…