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"

12 / 812 papers shown

Title
Model Rectification via Unknown Unknowns Extraction from Deployment Samples B. Abrahao Z. Wang Haider Ahmed Yuchen Zhu 14 0 0 08 Feb 2021
Exploring Vicinal Risk Minimization for Lightweight Out-of-Distribution Detection Deepak Ravikumar Sangamesh Kodge Isha Garg Kaushik Roy OODD 8 4 0 15 Dec 2020
Perfect density models cannot guarantee anomaly detection Charline Le Lan Laurent Dinh 24 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 25 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 6 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 6 8 0 16 Oct 2020
Hybrid Discriminative-Generative Training via Contrastive Learning Hao Liu Pieter Abbeel SSL 15 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 8 135 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 2 22 0 07 Jun 2020
Robust Out-of-distribution Detection for Neural Networks Jiefeng Chen Yixuan Li Xi Wu Yingyu Liang S. Jha OODD 150 84 0 21 Mar 2020
Entropic Out-of-Distribution Detection David Macêdo T. I. Ren Cleber Zanchettin Adriano Oliveira Teresa B Ludermir OODD UQCV 9 31 0 15 Aug 2019
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 270 5,660 0 05 Dec 2016