Diffusion-Based OOD Detection

OOD: Out-of-Distribution

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1 paper in the last four weeks, with none the four weeks before. 0.0% of all new papers.

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  1. The Effect of Tissue Detection on False Positives of Diffusion-Based Artifact Detection in Histopathology

    Sep 30, 2026Konstantinos Moutselos, Ilias MaglogiannisComputational PathologyDiffusion-Based OOD Detection

    Department of Digital Systems, University of Piraeus, Piraeus, Greece

  2. Self-Poisoning in Adaptive Out-of-Distribution Detection: A Sharp-Threshold Theory and Certified Label-Free Calibration

    Jul 23, 2026Vishnu Bindu BalachandranDiffusion-Based OOD DetectionOOD Detection

    Independent Researcher

  3. Diffusion-Based Multi-Class Normality for OOD Detection: An Application to CDP Authentication

    Jul 1, 2026Bolutife Atoki, Iuliia Tkachenko, Bertrand Kerautret +1Digital Image ForensicsDiffusion-Based OOD Detection

    imagine, LIRIS · Universit´e Lumi`ere Lyon 2, CNRS, INSA Lyon, Universite Claude Bernard Lyon 1 LIRIS, UMR 5205 Lyon, France

  4. MaRS: Robust Out-of-Distribution Detection via Mahalanobis Residual Scoring

    Jun 21, 2026Francesco Di Salvo, Sebastian Doerrich, Christian LedigMedical Imaging Foundation ModelsMedical Image Anomaly Detection

    XAI Lab Bamberg, University of Bamberg, Germany

  5. MM++: Post-Hoc Scale-Invariant Multilayer OOD Detection via Top-K Gated Feature Fusion

    Jun 15, 2026Rahim Hossain, Md Tawheedul Islam Bhuian, Md Farhan Shadiq +1Diffusion-Based OOD DetectionOOD Detection

    School of Computing State University of New York at Binghamton

  6. KLIP: localized distribution shift detection via KL-divergence with diffusion priors in Inverse Problems

    May 29, 2026Alireza Kheirandish, Jihoon Hong, Sara Fridovich-KeilDiffusion-Based OOD DetectionDistribution Shift Detection

    Georgia Institute of Technology

  7. Tippett-minimum Fusion of Representation-space Diffusion Models for Multi-Encoder Out-of-Distribution Detection

    May 19, 2026Neelkamal BhuyanDiffusion-Based OOD DetectionDistribution Shift Detection

    Georgia Institute of Technology

  8. Is Complex Training Necessary for Long-Tailed OOD Detection? A Re-think from Feature Geometry

    May 18, 2026Ningkang Peng, Xuanming Chen, Yanhui GuDiffusion-Based OOD DetectionOOD Detection

    Nanjing Normal University

  9. MahaVar: OOD Detection via Class-wise Mahalanobis Distance Variance under Neural Collapse

    May 14, 2026Donghwan Kim, Hyunsoo YoonMahalanobis DistanceDiffusion-Based OOD Detection

    Department of Industrial Engineering Yonsei University Seoul, South Korea

  10. Backbone-Equated Diffusion OOD via Sparse Internal Snapshots

    May 10, 2026Yadang Alexis Rouzoumka, Jean Pinsolle, Eugénie Terreaux +3Diffusion-Based OOD DetectionOOD Detection

    DEMR, ONERA & SONDRA · Université Paris-Saclay · SONDRA, CentraleSupélec +1

  11. Beyond Penalization: Diffusion-based Out-of-Distribution Detection and Selective Regularization in Offline Reinforcement Learning

    May 6, 2026Qingjun Wang, Hongtu Zhou, Hang Yu +5Diffusion-Based OOD DetectionOffline RL

    School of Computer Science and Technology, Tongji University, Shanghai, China · MOE Key Lab of Embedded System and Service Computing, Tongji University, Shanghai, China · Shanghai Innovation Institute

  12. Geometry over Density: Few-Shot Cross-Domain OOD Detection

    May 5, 2026Shawn Li, You Qin, Jiate Li +4Diffusion-Based OOD DetectionDistribution Shift Detection

    University of Southern California · National University of Singapore · Amazon

  13. Out-of-Distribution Detection in Molecular Complexes via Diffusion Models for Irregular Graphs

    Dec 20, 2025David Graber, Victor Armegioiu, Rebecca Buller +1Diffusion-Based OOD DetectionOOD Detection

    Seminar for Applied Mathematics, Department of Mathematics and ETH AI Center, ETH Zurich, 8092 Zurich, Switzerland · Institute for Computational Life Sciences, Zurich University of Applied Sciences, 8820 Waedenswil, Switzerland · Department of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, 3012 Bern, Switzerland

  14. Beyond Perceptual Distance: Discrepancy Assessment on Deep Representation for Out-of-Distribution Detection with Diffusion Model

    Sep 16, 2024Kun Fang, Zuopeng Yang, Haibo Hu +3Diffusion-Based OOD DetectionOOD Detection

    Department of Automation, Shanghai Jiao Tong University · Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University · The Intsig Information Co., Ltd., Shanghai, China +1