Search Results for author: Bardia Safaei

Found 3 papers, 2 papers with code

Gradient-Regularized Out-of-Distribution Detection

no code implementations18 Apr 2024 Sina Sharifi, Taha Entesari, Bardia Safaei, Vishal M. Patel, Mahyar Fazlyab

In this work, we propose the idea of leveraging the information embedded in the gradient of the loss function during training to enable the network to not only learn a desired OOD score for each sample but also to exhibit similar behavior in a local neighborhood around each sample.

Out-of-Distribution Detection Out of Distribution (OOD) Detection

Entropic Open-set Active Learning

1 code implementation21 Dec 2023 Bardia Safaei, Vibashan VS, Celso M. de Melo, Vishal M. Patel

Active Learning (AL) aims to enhance the performance of deep models by selecting the most informative samples for annotation from a pool of unlabeled data.

Active Learning

Open-Set Automatic Target Recognition

1 code implementation10 Nov 2022 Bardia Safaei, Vibashan VS, Celso M. de Melo, Shuowen Hu, Vishal M. Patel

Automatic Target Recognition (ATR) is a category of computer vision algorithms which attempts to recognize targets on data obtained from different sensors.

open-set classification Open Set Learning

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