Building robust classifiers through generation of confident out of distribution examples

1 December 2018

Papers citing "Building robust classifiers through generation of confident out of distribution examples"

22 / 22 papers shown

Title
Unsupervised Domain Adaptation with an Unobservable Source Subpopulation Chao Ying Jun Jin H. Zhang Qinglong Tian Yanyuan Ma Yixuan Li Jiwei Zhao OOD 98 0 0 24 Sep 2025
Adaptive Hierarchical Graph Cut for Multi-granularity Out-of-distribution Detection Xiang Fang Arvind Easwaran B. Genest Ponnuthurai Nagaratnam Suganthan OODD 210 2 0 20 Dec 2024
Proto-OOD: Enhancing OOD Object Detection with Prototype Feature Similarity Junkun Chen Jilin Mei Liang Chen Fangzhou Zhao Yu Hu Yu Hu ObjD 277 2 0 09 Sep 2024
Towards Open-World Object-based Anomaly Detection via Self-Supervised Outlier Synthesis Brian K. S. Isaac-Medina Yona Falinie A. Gaus Neelanjan Bhowmik T. Breckon 168 6 0 22 Jul 2024
Silver Linings in the Shadows: Harnessing Membership Inference for Machine Unlearning Nexhi Sula Abhinav Kumar Jie Hou Han Wang R. Tourani MU 243 1 0 01 Jul 2024
Out-of-distribution Detection Learning with Unreliable Out-of-distribution SourcesNeural Information Processing Systems (NeurIPS), 2023 Haotian Zheng Qizhou Wang Zhen Fang Xiaobo Xia Yifan Zhang Tongliang Liu Bo Han 360 37 0 06 Nov 2023
DiffGuard: Semantic Mismatch-Guided Out-of-Distribution Detection using Pre-trained Diffusion ModelsIEEE International Conference on Computer Vision (ICCV), 2023 Ruiyuan Gao Chenchen Zhao Lanqing Hong Q. Xu 193 24 0 15 Aug 2023
Uncertainty-Aware Optimal Transport for Semantically Coherent Out-of-Distribution DetectionComputer Vision and Pattern Recognition (CVPR), 2023 Fan Lu Kai Zhu Wei Zhai Kecheng Zheng Yang Cao UQCV 253 25 0 18 Mar 2023
Diffusion Denoising Process for Perceptron Bias in Out-of-distribution Detection Luping Liu Yi Ren Xize Cheng Rongjie Huang Chongxuan Li Zhou Zhao 145 7 0 21 Nov 2022
SAFE: Sensitivity-Aware Features for Out-of-Distribution Object DetectionIEEE International Conference on Computer Vision (ICCV), 2022 Samuel Wilson Tobias Fischer Feras Dayoub Dimity Miller Niko Sünderhauf OODD 376 41 0 29 Aug 2022
Out-of-Distribution Detection with Semantic Mismatch under MaskingEuropean Conference on Computer Vision (ECCV), 2022 Yijun Yang Ruiyuan Gao Qiang Xu OODD 148 36 0 31 Jul 2022
UQGAN: A Unified Model for Uncertainty Quantification of Deep Classifiers trained via Conditional GANsNeural Information Processing Systems (NeurIPS), 2022 Philipp Oberdiek G. Fink Matthias Rottmann OODD 317 22 0 31 Jan 2022
Provable Guarantees for Understanding Out-of-distribution Detection Peyman Morteza Shouqing Yang OODD 179 102 0 01 Dec 2021
FROB: Few-shot ROBust Model for Classification and Out-of-Distribution Detection Nikolaos Dionelis Mehrdad Yaghoobi Sotirios A. Tsaftaris OODD 202 4 0 30 Nov 2021
OMASGAN: Out-of-Distribution Minimum Anomaly Score GAN for Sample Generation on the Boundary Nikolaos Dionelis Mehrdad Yaghoobi Sotirios A. Tsaftaris OODD 171 6 0 28 Oct 2021
Generalized Out-of-Distribution Detection: A SurveyInternational Journal of Computer Vision (IJCV), 2021 Jingkang Yang Kaiyang Zhou Shouqing Yang Ziwei Liu 592 1,176 0 21 Oct 2021
On Out-of-distribution Detection with Energy-based Models Sven Elflein Bertrand Charpentier Daniel Zügner Stephan Günnemann OODD 140 22 0 03 Jul 2021
Out-of-distribution Detection and Generation using Soft Brownian Offset Sampling and Autoencoders Felix Möller Diego Botache Denis Huseljic Florian Heidecker Maarten Bieshaar Bernhard Sick OODD 250 27 0 04 May 2021
BaCOUn: Bayesian Classifers with Out-of-Distribution Uncertainty Théo Guénais Dimitris Vamvourellis Yaniv Yacoby Finale Doshi-Velez Weiwei Pan UQCV 140 13 0 12 Jul 2020
Bayesian Variational Autoencoders for Unsupervised Out-of-Distribution Detection Erik A. Daxberger José Miguel Hernández-Lobato UQCV 289 66 0 11 Dec 2019
Out-of-distribution Detection in Classifiers via Generation Sachin Vernekar Ashish Gaurav Vahdat Abdelzad Taylor Denouden Rick Salay Krzysztof Czarnecki OODD 231 85 0 09 Oct 2019
Analysis of Confident-Classifiers for Out-of-distribution Detection Sachin Vernekar Ashish Gaurav Taylor Denouden Buu Phan Vahdat Abdelzad Rick Salay Krzysztof Czarnecki OODD 171 18 0 27 Apr 2019