Visual Anomaly and Novelty Detection


Region-Based Appearance and Flow Characteristics for Anomaly Detection in Infrared Surveillance Imagery
Yona Falinie A. Gaus,
Neelanjan Bhowmik,
Brian K. S. Isaac-Medina,
Hubert P. H. Shum,
Amir Atapour-Abarghouei,
Toby P. Breckon
[pdf]
[bibtex]
@InProceedings{Gaus_2023_CVPR, author = {Gaus, Yona Falinie A. and Bhowmik, Neelanjan and Isaac-Medina, Brian K. S. and Shum, Hubert P. H. and Atapour-Abarghouei, Amir and Breckon, Toby P.}, title = {Region-Based Appearance and Flow Characteristics for Anomaly Detection in Infrared Surveillance Imagery}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2995-3005} }

Anomaly Detection With Domain Adaptation
Ziyi Yang,
Iman Soltani,
Eric Darve
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Yang_2023_CVPR, author = {Yang, Ziyi and Soltani, Iman and Darve, Eric}, title = {Anomaly Detection With Domain Adaptation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2958-2967} }

SANO: Score-Based Diffusion Model for Anomaly Localization in Dermatology
Alvaro Gonzalez-Jimenez,
Simone Lionetti,
Marc Pouly,
Alexander A. Navarini
[pdf]
[bibtex]
@InProceedings{Gonzalez-Jimenez_2023_CVPR, author = {Gonzalez-Jimenez, Alvaro and Lionetti, Simone and Pouly, Marc and Navarini, Alexander A.}, title = {SANO: Score-Based Diffusion Model for Anomaly Localization in Dermatology}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2988-2994} }

Denoising Diffusion Models for Out-of-Distribution Detection
Mark S. Graham,
Walter H.L. Pinaya,
Petru-Daniel Tudosiu,
Parashkev Nachev,
Sebastien Ourselin,
Jorge Cardoso
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Graham_2023_CVPR, author = {Graham, Mark S. and Pinaya, Walter H.L. and Tudosiu, Petru-Daniel and Nachev, Parashkev and Ourselin, Sebastien and Cardoso, Jorge}, title = {Denoising Diffusion Models for Out-of-Distribution Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2948-2957} }

Self-Supervised Normalizing Flows for Image Anomaly Detection and Localization
Li-Ling Chiu,
Shang-Hong Lai
[pdf]
[bibtex]
@InProceedings{Chiu_2023_CVPR, author = {Chiu, Li-Ling and Lai, Shang-Hong}, title = {Self-Supervised Normalizing Flows for Image Anomaly Detection and Localization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2927-2936} }

Exploring the Importance of Pretrained Feature Extractors for Unsupervised Anomaly Detection and Localization
Lars Heckler,
Rebecca König,
Paul Bergmann
[pdf] [supp]
[bibtex]
@InProceedings{Heckler_2023_CVPR, author = {Heckler, Lars and K\"onig, Rebecca and Bergmann, Paul}, title = {Exploring the Importance of Pretrained Feature Extractors for Unsupervised Anomaly Detection and Localization}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2917-2926} }

Memory-Efficient and GPU-Oriented Visual Anomaly Detection With Incremental Dimension Reduction
Teng-Yok Lee,
Yusuke Nagai,
Akira Minezawa
[pdf]
[bibtex]
@InProceedings{Lee_2023_CVPR, author = {Lee, Teng-Yok and Nagai, Yusuke and Minezawa, Akira}, title = {Memory-Efficient and GPU-Oriented Visual Anomaly Detection With Incremental Dimension Reduction}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2908-2916} }

FewSOME: One-Class Few Shot Anomaly Detection With Siamese Networks
Niamh Belton,
Misgina Tsighe Hagos,
Aonghus Lawlor,
Kathleen M. Curran
[pdf]
[bibtex]
@InProceedings{Belton_2023_CVPR, author = {Belton, Niamh and Hagos, Misgina Tsighe and Lawlor, Aonghus and Curran, Kathleen M.}, title = {FewSOME: One-Class Few Shot Anomaly Detection With Siamese Networks}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2978-2987} }

Multi-Task Learning Based Video Anomaly Detection With Attention
Mohammad Baradaran,
Robert Bergevin
[pdf] [arXiv]
[bibtex]
@InProceedings{Baradaran_2023_CVPR, author = {Baradaran, Mohammad and Bergevin, Robert}, title = {Multi-Task Learning Based Video Anomaly Detection With Attention}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2886-2896} }

On Advantages of Mask-Level Recognition for Outlier-Aware Segmentation
Matej Grcić,
Josip Šarić,
Siniša Šegvić
[pdf]
[bibtex]
@InProceedings{Grcic_2023_CVPR, author = {Grci\'c, Matej and \v{S}ari\'c, Josip and \v{S}egvi\'c, Sini\v{s}a}, title = {On Advantages of Mask-Level Recognition for Outlier-Aware Segmentation}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2937-2947} }

Are We Certain It's Anomalous?
Alessandro Flaborea,
Bardh Prenkaj,
Bharti Munjal,
Marco Aurelio Sterpa,
Dario Aragona,
Luca Podo,
Fabio Galasso
[pdf]
[bibtex]
@InProceedings{Flaborea_2023_CVPR, author = {Flaborea, Alessandro and Prenkaj, Bardh and Munjal, Bharti and Sterpa, Marco Aurelio and Aragona, Dario and Podo, Luca and Galasso, Fabio}, title = {Are We Certain It's Anomalous?}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2897-2907} }

Back to the Feature: Classical 3D Features Are (Almost) All You Need for 3D Anomaly Detection
Eliahu Horwitz,
Yedid Hoshen
[pdf] [supp] [arXiv]
[bibtex]
@InProceedings{Horwitz_2023_CVPR, author = {Horwitz, Eliahu and Hoshen, Yedid}, title = {Back to the Feature: Classical 3D Features Are (Almost) All You Need for 3D Anomaly Detection}, booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops}, month = {June}, year = {2023}, pages = {2968-2977} }