HAct: Out-of-Distribution Detection with Neural Net Activation Histograms

no code implementations • 9 Sep 2023 • Sudeepta Mondal, Ganesh Sundaramoorthi

We propose a simple, efficient, and accurate method for detecting out-of-distribution (OOD) data for trained neural networks.

Computational Efficiency Image Classification +1

A Bayesian approach to quantifying uncertainties and improving generalizability in traffic prediction models

no code implementations • 12 Jul 2023 • Agnimitra Sengupta, Sudeepta Mondal, Adway Das, S. Ilgin Guler

In our paper, we have shown that normalization alters the training process of deep neural networks by controlling the model's complexity and reducing the risk of overfitting to the training data.

Traffic Prediction Uncertainty Quantification