Showing cs.CVShow all
2 papers · 1 filter
cs.CV2021
Characterizing and Taming Resolution in Convolutional Neural Networks
Eddie Yan, Liang Luo, Luis Ceze
Image resolution has a significant effect on the accuracy and computational, storage, and bandwidth costs of computer vision model inference. These costs are exacerbated when scali…
cs.CV2020
Do CNNs Encode Data Augmentations?
Eddie Yan, Yanping Huang
Data augmentations are important ingredients in the recipe for training robust neural networks, especially in computer vision. A fundamental question is whether neural network feat…