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Improving Variational Autoencoder based Out-of-Distribution Detection for Embedded Real-time Applications

25 July 2021

Arvind Easwaran

Papers citing "Improving Variational Autoencoder based Out-of-Distribution Detection for Embedded Real-time Applications"

24 / 24 papers shown

Title
HMFlow: Hybrid Matching Optical Flow Network for Small and Fast-Moving Objects Suihanjin Yu Youming Zhang Chen Wang Xiao Bai Liang Zhang Edwin R. Hancock 30 3 0 19 Nov 2020
Out-of-Distribution Detection for Automotive Perception Julia Nitsch Masha Itkina Ransalu Senanayake Juan I. Nieto M. Schmidt Roland Siegwart Mykel J. Kochenderfer Cesar Cadena UQCV 74 64 0 03 Nov 2020
Robust Reinforcement Learning-based Autonomous Driving Agent for Simulation and Real World P. Almási Róbert Moni Bálint Gyires-Tóth 28 32 0 23 Sep 2020
Variational auto-encoders with Student's t-prior N. Abiri Mattias Ohlsson DRL 42 13 0 06 Apr 2020
Out-of-Distribution Detection in Multi-Label Datasets using Latent Space of $β$ -VAE V. Sundar Shreyas Ramakrishna Zahra Rahiminasab Arvind Easwaran Abhishek Dubey OODD DRL 38 20 0 10 Mar 2020
Real-time Out-of-distribution Detection in Learning-Enabled Cyber-Physical Systems Feiyang Cai X. Koutsoukos OODD 179 75 0 28 Jan 2020
Bayesian Variational Autoencoders for Unsupervised Out-of-Distribution Detection Erik A. Daxberger José Miguel Hernández-Lobato UQCV 80 63 0 11 Dec 2019
Input complexity and out-of-distribution detection with likelihood-based generative models Joan Serrà David Álvarez Vicencc Gómez Olga Slizovskaia José F. Núñez Jordi Luque OODD 157 277 0 25 Sep 2019
Temporal Coherence for Active Learning in Videos Javad Zolfaghari Bengar Abel Gonzalez-Garcia Gabriel Villalonga Bogdan Raducanu H. H. Aghdam M. Mozerov Antonio M. López Joost van de Weijer 60 46 0 30 Aug 2019
Likelihood Ratios for Out-of-Distribution Detection Jie Jessie Ren Peter J. Liu Emily Fertig Jasper Snoek Ryan Poplin M. DePristo Joshua V. Dillon Balaji Lakshminarayanan OODD 212 728 0 07 Jun 2019
nuScenes: A multimodal dataset for autonomous driving Holger Caesar Varun Bankiti Alex H. Lang Sourabh Vora Venice Erin Liong Qiang Xu Anush Krishnan Yuxin Pan G. Baldan Oscar Beijbom 3DPC 301 5,786 0 26 Mar 2019
Dirichlet Variational Autoencoder for Text Modeling Yijun Xiao Tiancheng Zhao William Yang Wang BDL DRL 62 21 0 31 Oct 2018
Do Deep Generative Models Know What They Don't Know? Eric T. Nalisnick Akihiro Matsukawa Yee Whye Teh Dilan Görür Balaji Lakshminarayanan OOD 87 759 0 22 Oct 2018
Generative Adversarial Active Learning for Unsupervised Outlier Detection Yezheng Liu Zhe Li Chong Zhou Yuanchun Jiang Jianshan Sun Ming Wang Xiangnan He 58 301 0 28 Sep 2018
Anomaly Detection with Generative Adversarial Networks for Multivariate Time Series Dan Li Dacheng Chen Jonathan Goh See-kiong Ng AI4TS 69 297 0 13 Sep 2018
A Simple Unified Framework for Detecting Out-of-Distribution Samples and Adversarial Attacks Kimin Lee Kibok Lee Honglak Lee Jinwoo Shin OODD 197 2,063 0 10 Jul 2018
Classification Uncertainty of Deep Neural Networks Based on Gradient Information Philipp Oberdiek Matthias Rottmann Hanno Gottschalk UQCV 64 64 0 22 May 2018
Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference Benoit Jacob S. Kligys Bo Chen Menglong Zhu Matthew Tang Andrew G. Howard Hartwig Adam Dmitry Kalenichenko MQ 167 3,143 0 15 Dec 2017
Wasserstein Auto-Encoders Ilya O. Tolstikhin Olivier Bousquet Sylvain Gelly B. Schölkopf DRL 135 1,057 0 05 Nov 2017
LS-VO: Learning Dense Optical Subspace for Robust Visual Odometry Estimation G. Costante Thomas Alessandro Ciarfuglia 72 71 0 18 Sep 2017
VAE with a VampPrior Jakub M. Tomczak Max Welling GAN BDL 70 635 0 19 May 2017
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 847 5,847 0 05 Dec 2016
Deep Neural Networks are Easily Fooled: High Confidence Predictions for Unrecognizable Images Anh Totti Nguyen J. Yosinski Jeff Clune AAML 174 3,275 0 05 Dec 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 458 16,922 0 20 Dec 2013