Tag: histogram layers
Connecting The Past And The Present: Histogram Layers For Texture Analysis
July 15, 2022Abstract: Feature engineering often plays a vital role in the fields of computer vision and machine learning. A few common examples of engineered features include histogram of oriented gradients (HOG) (Dalal and Triggs, 2005), local binary patterns (LBP) (Ojala et al., 1994), and edge histogram descriptors (EHD) (Frigui and Gader, 2008). Features such as pixel […]
Read more: Connecting The Past And The Present: Histogram Layers For Texture Analysis »Histogram Layers for Texture Analysis accepted to IEEE TAI, 2021!
December 24, 2021Congratulations to our labmates and collaborators: Joshua Peeples, Weihuang Xu, and Alina Zare! Their paper, “Histogram Layers for Texture Analysis”, was recently accepted to IEEE Transactions on Artificial Intelligence, 2021. In the paper, the authors present a localized histogram layer for artificial neural networks. Instead of computing global histograms as done previously, the proposed histogram […]
Read more: Histogram Layers for Texture Analysis accepted to IEEE TAI, 2021! »