Anomaly Detection with Foundation Models

Bridge Feature Matching and Cross-Modal Alignment with Mutual-filtering for Zero-shot Anomaly Detection

Yuhu Bai,

Jiangning Zhang,

Yunkang Cao,

Guangyuan Lu,

Qingdong He,

Xiangtai Li,

Guanzhong Tian

[pdf] [arXiv]

[bibtex]

@InProceedings{Bai_2025_ICCV, author = {Bai, Yuhu and Zhang, Jiangning and Cao, Yunkang and Lu, Guangyuan and He, Qingdong and Li, Xiangtai and Tian, Guanzhong}, title = {Bridge Feature Matching and Cross-Modal Alignment with Mutual-filtering for Zero-shot Anomaly Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3534-3543} }

A Comprehensive Library for Benchmarking Multi-class Visual Anomaly Detection

Jiangning Zhang,

Haoyang He,

Zhenye Gan,

Qingdong He,

Yuxuan Cai,

Zhucun Xue,

Yabiao Wang,

Chengjie Wang,

Lei Xie,

Yong Liu

[pdf] [supp] [arXiv]

[bibtex]

@InProceedings{Zhang_2025_ICCV, author = {Zhang, Jiangning and He, Haoyang and Gan, Zhenye and He, Qingdong and Cai, Yuxuan and Xue, Zhucun and Wang, Yabiao and Wang, Chengjie and Xie, Lei and Liu, Yong}, title = {A Comprehensive Library for Benchmarking Multi-class Visual Anomaly Detection}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3524-3533} }

Zero-Shot Image Anomaly Detection Using Generative Foundation Models

Lemar Abdi,

Amaan Valiuddin,

Francisco Caetano,

Christiaan Viviers,

Fons Van Der Sommen

[pdf] [arXiv]

[bibtex]

@InProceedings{Abdi_2025_ICCV, author = {Abdi, Lemar and Valiuddin, Amaan and Caetano, Francisco and Viviers, Christiaan and Van Der Sommen, Fons}, title = {Zero-Shot Image Anomaly Detection Using Generative Foundation Models}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3554-3563} }

DinoAtten3D: Slice-Level Attention Aggregation of DinoV2 for 3D Brain MRI Anomaly Classification

Fazle Rafsani,

Jay Shah,

Catherine D. Chong,

Todd J. Schwedt,

Teresa Wu

[pdf] [arXiv]

[bibtex]

@InProceedings{Rafsani_2025_ICCV, author = {Rafsani, Fazle and Shah, Jay and Chong, Catherine D. and Schwedt, Todd J. and Wu, Teresa}, title = {DinoAtten3D: Slice-Level Attention Aggregation of DinoV2 for 3D Brain MRI Anomaly Classification}, booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops}, month = {October}, year = {2025}, pages = {3544-3553} }