Jacek Tabor

Spherical wards clustering and generalized Voronoi diagrams

2015

Gaussian mixture model is very useful in many practical problems. Nevertheless, it cannot be directly generalized to non Euclidean spaces. To overcome this problem we present a spherical Gaussian-based clustering approach for partitioning data sets …

Zero Time Waste: Recycling Predictions in Early Exit Neural Networks

2021 · arXiv (Cornell University)

The problem of reducing processing time of large deep learning models is a fundamental challenge in many real-world applications. Early exit methods strive towards this goal by attaching additional Internal Classifiers (ICs) to intermediate layers …

SONGs: Self-Organizing Neural Graphs

2023 · 2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)

Recent years have seen a surge in research on combining deep neural networks with other methods, including decision trees and graphs. There are at least three advantages of incorporating decision trees and graphs: they are …