Energy-based Out-of-distribution Detection

Energy-based Out-of-distribution Detection

8 October 2020

John Douglas Owens

Papers citing "Energy-based Out-of-distribution Detection"

14 / 814 papers shown

Title
Deep Deterministic Uncertainty: A Simple Baseline Jishnu Mukhoti Andreas Kirsch Joost R. van Amersfoort Philip Torr Y. Gal UD UQCV PER BDL 29 145 0 23 Feb 2021
Unsupervised Energy-based Out-of-distribution Detection using Stiefel-Restricted Kernel Machine F. Tonin Arun Pandey Panagiotis Patrinos Johan A. K. Suykens OODD 67 14 0 16 Feb 2021
Model Rectification via Unknown Unknowns Extraction from Deployment Samples B. Abrahao Z. Wang Haider Ahmed Yuchen Zhu 24 0 0 08 Feb 2021
Exploring Vicinal Risk Minimization for Lightweight Out-of-Distribution Detection Deepak Ravikumar Sangamesh Kodge Isha Garg Kaushik Roy OODD 21 4 0 15 Dec 2020
Perfect density models cannot guarantee anomaly detection Charline Le Lan Laurent Dinh 35 49 0 07 Dec 2020
A Review of Open-World Learning and Steps Toward Open-World Learning Without Labels Mohsen Jafarzadeh A. Dhamija Steve Cruz Chunchun Li T. Ahmad Terrance E. Boult VLM OffRL 33 9 0 25 Nov 2020
Dependency-based Anomaly Detection: a General Framework and Comprehensive Evaluation Sha Lu Lin Liu Kui Yu T. Le Jixue Liu Jiuyong Li 11 0 0 13 Nov 2020
Variational (Gradient) Estimate of the Score Function in Energy-based Latent Variable Models Fan Bao Kun Xu Chongxuan Li Lanqing Hong Jun Zhu Bo Zhang DiffM 22 8 0 16 Oct 2020
Hybrid Discriminative-Generative Training via Contrastive Learning Hao Liu Pieter Abbeel SSL 23 40 0 17 Jul 2020
ATOM: Robustifying Out-of-distribution Detection Using Outlier Mining Jiefeng Chen Yixuan Li Xi Wu Yingyu Liang S. Jha OODD 21 135 0 26 Jun 2020
Entropic Out-of-Distribution Detection: Seamless Detection of Unknown Examples David Macêdo T. I. Ren Cleber Zanchettin Adriano Oliveira Teresa B Ludermir OODD 12 22 0 07 Jun 2020
Robust Out-of-distribution Detection for Neural Networks Jiefeng Chen Yixuan Li Xi Wu Yingyu Liang S. Jha OODD 161 84 0 21 Mar 2020
Entropic Out-of-Distribution Detection David Macêdo T. I. Ren Cleber Zanchettin Adriano Oliveira Teresa B Ludermir OODD UQCV 25 31 0 15 Aug 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,675 0 05 Dec 2016