Out-of-Distribution Detection Using an Ensemble of Self Supervised Leave-out Classifiers

4 September 2018

Apoorv Vyas

Nataraj Jammalamadaka

Papers citing "Out-of-Distribution Detection Using an Ensemble of Self Supervised Leave-out Classifiers"

40 / 90 papers shown

Title
A Survey of Uncertainty in Deep Neural Networks J. Gawlikowski Cedrique Rovile Njieutcheu Tassi Mohsin Ali Jongseo Lee Matthias Humt ... R. Roscher Muhammad Shahzad Wen Yang R. Bamler Xiaoxiang Zhu BDL UQCV OOD 242 1,174 0 07 Jul 2021
Towards Consistent Predictive Confidence through Fitted Ensembles Navid Kardan Ankit Sharma Kenneth O. Stanley FedML OODD 60 8 0 22 Jun 2021
Taxonomy of Machine Learning Safety: A Survey and Primer Sina Mohseni Haotao Wang Zhiding Yu Chaowei Xiao Zhangyang Wang J. Yadawa 84 32 0 09 Jun 2021
Enhanced Isotropy Maximization Loss: Seamless and High-Performance Out-of-Distribution Detection Simply Replacing the SoftMax Loss David Macêdo Teresa B Ludermir OODD 117 13 0 30 May 2021
Neural Mean Discrepancy for Efficient Out-of-Distribution Detection Xin Dong Junfeng Guo Ang Li W. Ting Cong Liu H. T. Kung OODD 119 59 0 23 Apr 2021
Contrastive Out-of-Distribution Detection for Pretrained Transformers Wenxuan Zhou Fangyu Liu Muhao Chen 56 101 0 18 Apr 2021
Out-of-Distribution Detection for Dermoscopic Image Classification Mohammadreza Mohseni J. Yap William Yolland M. Razmara S. Atkins 27 1 0 15 Apr 2021
Learning to Track Instances without Video Annotations Yang Fu Sifei Liu Umar Iqbal Shalini De Mello Humphrey Shi Jan Kautz VOS 94 24 0 01 Apr 2021
Joint Distribution across Representation Space for Out-of-Distribution Detection Jingwei Xu Siyuan Zhu Zenan Li Chang Xu OODD 19 2 0 23 Mar 2021
SSD: A Unified Framework for Self-Supervised Outlier Detection Vikash Sehwag M. Chiang Prateek Mittal OODD 128 346 0 22 Mar 2021
Analysis of skin lesion images with deep learning Josef Steppan S. Hanke 121 14 0 11 Jan 2021
Unsupervised Anomaly Detection From Semantic Similarity Scores Nima Rafiee Rahil Gholamipoor M. Kollmann OODD 34 2 0 01 Dec 2020
Robust Deep Learning Ensemble against Deception Wenqi Wei Ling Liu AAML 68 29 0 14 Sep 2020
Multi-Task Curriculum Framework for Open-Set Semi-Supervised Learning Qing Yu Daiki Ikami Go Irie Kiyoharu Aizawa 74 132 0 22 Jul 2020
Detecting Out-of-distribution Samples via Variational Auto-encoder with Reliable Uncertainty Estimation Xuming Ran Mingkun Xu Lingrui Mei Qi Xu Quanying Liu OODD UQCV 75 51 0 16 Jul 2020
Contrastive Training for Improved Out-of-Distribution Detection Jim Winkens Rudy Bunel Abhijit Guha Roy Robert Stanforth Vivek Natarajan ... Alan Karthikesalingam Simon A. A. Kohl taylan. cemgil S. M. Ali Eslami Olaf Ronneberger OODD 134 244 0 10 Jul 2020
Are Labels Always Necessary for Classifier Accuracy Evaluation? Weijian Deng Liang Zheng 66 118 0 06 Jul 2020
Entropic Out-of-Distribution Detection: Seamless Detection of Unknown Examples David Macêdo T. I. Ren Cleber Zanchettin Adriano Oliveira Teresa B Ludermir OODD 58 24 0 07 Jun 2020
One Versus all for deep Neural Network Incertitude (OVNNI) quantification Gianni Franchi Andrei Bursuc Emanuel Aldea Séverine Dubuisson Isabelle Bloch UQCV BDL 61 22 0 01 Jun 2020
Few-Shot Open-Set Recognition using Meta-Learning Bo Liu Hao Kang Haoxiang Li G. Hua Nuno Vasconcelos BDL EDL 68 92 0 27 May 2020
Domain-aware Visual Bias Eliminating for Generalized Zero-Shot Learning Shaobo Min Hantao Yao Hongtao Xie Chaoqun Wang Zhengjun Zha Yongdong Zhang 68 142 0 30 Mar 2020
Out-of-Distribution Detection for Skin Lesion Images with Deep Isolation Forest Xuan Li Yuchen Lu Christian Desrosiers Xue Liu 35 20 0 20 Mar 2020
Anomalous Example Detection in Deep Learning: A Survey Saikiran Bulusu B. Kailkhura Yue Liu P. Varshney Basel Alomair AAML 156 47 0 16 Mar 2020
Generalized ODIN: Detecting Out-of-distribution Image without Learning from Out-of-distribution Data Yen-Chang Hsu Yilin Shen Hongxia Jin Z. Kira OODD 124 578 0 26 Feb 2020
Practical Solutions for Machine Learning Safety in Autonomous Vehicles Sina Mohseni Mandar Pitale Vasu Singh Zhangyang Wang 84 68 0 20 Dec 2019
Deep Verifier Networks: Verification of Deep Discriminative Models with Deep Generative Models Tong Che Xiaofeng Liu Site Li Yubin Ge Ruixiang Zhang Caiming Xiong Yoshua Bengio 108 52 0 18 Nov 2019
Defending Against Model Stealing Attacks with Adaptive Misinformation Sanjay Kariyappa Moinuddin K. Qureshi MLAU AAML 64 109 0 16 Nov 2019
Efficacy of Pixel-Level OOD Detection for Semantic Segmentation Matt Angus Krzysztof Czarnecki Rick Salay 76 17 0 07 Nov 2019
Are Out-of-Distribution Detection Methods Effective on Large-Scale Datasets? Ryne Roady Tyler L. Hayes Ronald Kemker Ayesha Gonzales Christopher Kanan OODD 76 20 0 30 Oct 2019
Detecting Out-of-Distribution Inputs in Deep Neural Networks Using an Early-Layer Output Vahdat Abdelzad Krzysztof Czarnecki Rick Salay Taylor Denouden Sachin Vernekar Buu Phan OODD 64 47 0 23 Oct 2019
Toward Metrics for Differentiating Out-of-Distribution Sets Mahdieh Abbasi Changjian Shui Arezoo Rajabi Christian Gagné R. Bobba OODD 30 4 0 18 Oct 2019
Out-of-domain Detection for Natural Language Understanding in Dialog Systems Yinhe Zheng Guanyi Chen Minlie Huang 83 124 0 09 Sep 2019
Entropic Out-of-Distribution Detection David Macêdo T. I. Ren Cleber Zanchettin Adriano Oliveira Teresa B Ludermir OODD UQCV 68 32 0 15 Aug 2019
Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy Qing Yu Kiyoharu Aizawa OODD 72 168 0 14 Aug 2019
Improved Adversarial Robustness by Reducing Open Space Risk via Tent Activations Andras Rozsa Terrance E. Boult AAML 61 18 0 07 Aug 2019
Simultaneous Semantic Segmentation and Outlier Detection in Presence of Domain Shift Petra Bevandić Ivan Kreso Marin Orsic Sinisa Segvic 84 82 0 03 Aug 2019
Maximizing Overall Diversity for Improved Uncertainty Estimates in Deep Ensembles Siddhartha Jain Ge Liu Jonas W. Mueller David K Gifford UQCV 61 62 0 18 Jun 2019
Deep Transfer Learning for Multiple Class Novelty Detection Pramuditha Perera Vishal M. Patel 113 98 0 06 Mar 2019
Recent Advances in Open Set Recognition: A Survey Chuanxing Geng Sheng-Jun Huang Songcan Chen BDL ObjD 182 773 0 21 Nov 2018
Reducing Network Agnostophobia A. Dhamija Manuel Günther Terrance E. Boult AAML UQCV 89 307 0 09 Nov 2018