Alina Zare – Machine Learning and Sensing Lab

Tag: Histogram features

Histogram Layers for Neural “Engineered” Features

July 23, 2025 in Journal Papers, Publication

Abstract: In the computer vision literature, many effective histogram-based features have been developed. These engineered features include local binary patterns and edge histogram descriptors among others and they have been shown to be informative features for a variety of computer… Read More

#Image Classification benchmark datasets computer vision convolutional neural networks deep learning edge histogram descriptors feature learning Histogram features learned descriptors local binary patterns neural networks real-world datasets

Congratulations to Dr. Spencer Chang for a Successful Dissertation Defense!

April 4, 2025 in News

Congratulations to Dr. Spencer Chang for successfully passing his PhD dissertation exam! Dr. Chang’s research demonstrated the potential of combining learnable histogram features with deep learning convolutional methods. Additionally, he delivered key insights into enhancing statistical texture feature learning and… Read More

deep convolutional neural networks deep learning defense Explainable AI Histogram features phd texture analysis