OOD_Detection

OOD detection resource

Detection for Images

Title: On Out-of-Distribution Detection Algorithms with Deep Neural Skin Cancer Classifiers [CVPR2019]

Link: https://openaccess.thecvf.com/content_CVPRW_2020/papers/w42/Pacheco_On_Out-of-Distribution_Detection_Algorithms_With_Deep_Neural_Skin_Cancer_Classifiers_CVPRW_2020_paper.pdf

Title: Unsupervised Out-of-Distribution Detection by Maximum Classifier Discrepancy [ICCV2019]

Link: https://openaccess.thecvf.com/content_ICCV_2019/papers/Yu_Unsupervised_Out-of-Distribution_Detection_by_Maximum_Classifier_Discrepancy_ICCV_2019_paper.pdf

Title: CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances [NeurIPS2020]

Link: https://arxiv.org/pdf/2007.08176.pdf

Title: A Benchmark of Medical Out of Distribution Detection [arxiv 2020]

Link: https://arxiv.org/pdf/2007.04250.pdf

Title: Self-supervised Out-of-distribution Detection for Cardiac CMR Segmentation [MIDL 2021] (Under Review)

Link: https://openreview.net/pdf?id=E5CpgfwHBoC

Title: Semantic Segmentation with Generative Models: Semi-Supervised Learning and Strong Out-of-Domain Generalization [CVPR2021]

Link: https://arxiv.org/pdf/2104.05833.pdf

Title: Anomalous Instance Detection in Deep Learning: A Survey

Link: https://www.osti.gov/servlets/purl/1631092

OpenWorld

Title: A Critical Evaluation of Open-World Machine Learning [arxiv2020]

Link: https://arxiv.org/pdf/2007.04391.pdf

Title: Analyzing the Robustness of Open-World Machine Learning [ACM Workshop on Artificial Intelligence and Security, 2019]

Link: https://dl.acm.org/doi/pdf/10.1145/3338501.3357372

Detection for Language:

Title: Pretrained Transformers Improve Out-of-Distribution Robustness [arXiv(2020)]

Link: https://arxiv.org/pdf/2004.06100.pdf