Gradient-Based Adversarial and Out-of-Distribution Detection

Gradient-Based Adversarial and Out-of-Distribution Detection

16 June 2022

Mohit Prabhushankar

Ghassan AlRegib

Papers citing "Gradient-Based Adversarial and Out-of-Distribution Detection"

14 / 14 papers shown

Title
Revisiting Gradient-based Uncertainty for Monocular Depth Estimation Julia Hornauer Amir El-Ghoussani Vasileios Belagiannis UQCV 57 0 0 09 Feb 2025
A margin-based replacement for cross-entropy loss Michael W. Spratling Heiko H. Schütt 68 0 0 21 Jan 2025
AnomalousPatchCore: Exploring the Use of Anomalous Samples in Industrial Anomaly Detection Mykhailo Koshil Tilman Wegener Detlef Mentrup Simone Frintrop Christian Wilms 43 1 0 27 Aug 2024
Intelligent Multi-View Test Time Augmentation Efe Ozturk Mohit Prabhushankar Ghassan AlRegib 34 3 0 12 Jun 2024
VOICE: Variance of Induced Contrastive Explanations to quantify Uncertainty in Neural Network Interpretability Mohit Prabhushankar Ghassan AlRegib FAtt UQCV 31 2 0 01 Jun 2024
Counterfactual Gradients-based Quantification of Prediction Trust in Neural Networks Mohit Prabhushankar Ghassan AlRegib UQCV 29 0 0 22 May 2024
GROOD: Gradient-Aware Out-of-Distribution Detection Mostafa ElAraby Sabyasachi Sahoo Y. Pequignot Paul Novello Liam Paull 21 0 0 22 Dec 2023
Low-Dimensional Gradient Helps Out-of-Distribution Detection Yingwen Wu Tao Li Xinwen Cheng Jie-jin Yang Xiaolin Huang OODD 57 3 0 26 Oct 2023
Probing the Purview of Neural Networks via Gradient Analysis Jinsol Lee Charles Lehman Mohit Prabhushankar Ghassan AlRegib 32 7 0 06 Apr 2023
Pixel-wise Gradient Uncertainty for Convolutional Neural Networks applied to Out-of-Distribution Segmentation Kira Maag Tobias Riedlinger UQCV 38 7 0 13 Mar 2023
Unsupervised Layer-wise Score Aggregation for Textual OOD Detection Maxime Darrin Guillaume Staerman Eduardo Dadalto Camara Gomes Jackie CK Cheung Pablo Piantanida Pierre Colombo OODD 55 11 0 20 Feb 2023
R2-AD2: Detecting Anomalies by Analysing the Raw Gradient Jan-Philipp Schulze Philip Sperl Ana Ruaductoiu Carla Sagebiel Konstantin Böttinger 17 2 0 21 Jun 2022
PLM: Partial Label Masking for Imbalanced Multi-label Classification Kevin Duarte Yogesh S Rawat M. Shah 39 15 0 22 May 2021
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 287 5,842 0 08 Jul 2016