MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection

9 April 2024

Haoyang He

Yuhu Bai

Jiangning Zhang

Qingdong He

Hongxu Chen

Zhenye Gan

Chengjie Wang

Xiangtai Li

Papers citing "MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection"

35 / 35 papers shown

Title
CostFilter-AD: Enhancing Anomaly Detection through Matching Cost Filtering Zhe Zhang Mingxiu Cai H. Wang Gaochang Wu Tianyou Chai Xiatian Zhu 20 0 0 02 May 2025
Learning Multi-view Multi-class Anomaly Detection Qianzi Yu Yang Cao Yu Kang 31 0 0 30 Apr 2025
Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models Mirko Borszukovszki Ivo Pascal de Jong Matias Valdenegro-Toro 29 0 0 04 Apr 2025
VADMamba: Exploring State Space Models for Fast Video Anomaly Detection Jiahao Lyu Minghua Zhao Jing Hu Xuewen Huang Yifei Chen Shuangli Du Mamba 61 0 0 27 Mar 2025
Omni-AD: Learning to Reconstruct Global and Local Features for Multi-class Anomaly Detection Jiajie Quan Ao Tong Yuxuan Cai Xinwei He Y. Wang Yang Zhou 47 0 0 27 Mar 2025
Correcting Deviations from Normality: A Reformulated Diffusion Model for Multi-Class Unsupervised Anomaly Detection Farzad Beizaee Gregory A. Lodygensky Christian Desrosiers Jose Dolz 31 0 0 25 Mar 2025
Salient Object Detection in Traffic Scene through the TSOD10K Dataset Yu Qiu Yuhang Sun Jie Mei Lin Xiao Jing Xu 34 0 0 21 Mar 2025
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection Wei Luo Yunkang Cao Haiming Yao Xiaotian Zhang Jianan Lou Y. Cheng Weiming Shen Wenyong Yu 43 1 0 04 Mar 2025
One-for-More: Continual Diffusion Model for Anomaly Detection Xiaofan Li Xin Tan Zhuo Chen Zhizhong Zhang Ruixin Zhang ... Guanna Jiang Yulong Chen Yanyun Qu Lizhuang Ma Yuan Xie DiffM 50 0 0 27 Feb 2025
LinGen: Towards High-Resolution Minute-Length Text-to-Video Generation with Linear Computational Complexity Hongjie Wang Chih-Yao Ma Yen-Cheng Liu Ji Hou Tao Xu ... Peizhao Zhang Tingbo Hou Peter Vajda N. Jha Xiaoliang Dai LMTD DiffM VGen VLM 79 5 0 13 Dec 2024
ROADS: Robust Prompt-driven Multi-Class Anomaly Detection under Domain Shift Hossein Kashiani Niloufar Alipour Talemi Fatemeh Afghah 74 2 0 25 Nov 2024
MobileMamba: Lightweight Multi-Receptive Visual Mamba Network Haoyang He J. Zhang Yuxuan Cai Hongxu Chen Xiaobin Hu Zhenye Gan Y. Wang Chengjie Wang Yunsheng Wu Lei Xie Mamba 72 3 0 24 Nov 2024
Identifying Spatio-Temporal Drivers of Extreme Events Mohamad Hakam Shams Eddin Juergen Gall AI4TS 38 0 0 31 Oct 2024
Spatial-Mamba: Effective Visual State Space Models via Structure-aware State Fusion Chaodong Xiao Minghan Li Zhengqiang Zhang Deyu Meng Lei Zhang Mamba 42 4 0 19 Oct 2024
MedSegMamba: 3D CNN-Mamba Hybrid Architecture for Brain Segmentation Aaron Cao Zongyu Li Jia Guo Andrew F. Laine Jia Guo Mamba 36 1 0 12 Sep 2024
Learning Multi-view Anomaly Detection Haoyang He Jiangning Zhang Guanzhong Tian Chengjie Wang Lei Xie 25 1 0 16 Jul 2024
MVGamba: Unify 3D Content Generation as State Space Sequence Modeling Xuanyu Yi Zike Wu Qiuhong Shen Qingshan Xu Pan Zhou Joo-Hwee Lim Shuicheng Yan Xinchao Wang Hanwang Zhang 46 12 0 10 Jun 2024
M3DM-NR: RGB-3D Noisy-Resistant Industrial Anomaly Detection via Multimodal Denoising Chengjie Wang Haokun Zhu Jinlong Peng Yue Wang Ran Yi Yunsheng Wu Lizhuang Ma J. J. Zhang 46 4 0 04 Jun 2024
PointRWKV: Efficient RWKV-Like Model for Hierarchical Point Cloud Learning Qingdong He Jiangning Zhang Jinlong Peng Haoyang He Yabiao Wang Chengjie Wang 3DPC 30 12 0 24 May 2024
Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection Jia Guo Shuai Lu Weihang Zhang Huiqi Li Huiqi Li Hongen Liao ViT 32 7 0 23 May 2024
Vision Mamba: A Comprehensive Survey and Taxonomy Xiao Liu Chenxu Zhang Lei Zhang Mamba 25 23 0 07 May 2024
Learning Feature Inversion for Multi-class Anomaly Detection under General-purpose COCO-AD Benchmark Jiang-She Zhang Chengjie Wang Xiangtai Li Guanzhong Tian Zhucun Xue Yong Liu Guansong Pang Dacheng Tao 41 4 0 16 Apr 2024
State Space Model for New-Generation Network Alternative to Transformers: A Survey Xiao Wang Shiao Wang Yuhe Ding Yuehang Li Wentao Wu ... Bowei Jiang Chenglong Li Yaowei Wang Yonghong Tian Jin Tang Mamba 23 44 0 15 Apr 2024
DGMamba: Domain Generalization via Generalized State Space Model Shaocong Long Qianyu Zhou Xiangtai Li Xuequan Lu Chenhao Ying Yuan Luo Lizhuang Ma Shuicheng Yan 35 9 0 11 Apr 2024
VmambaIR: Visual State Space Model for Image Restoration Yuan Shi Bin Xia Xiaoyu Jin Xing Wang Tianyu Zhao Xin Xia Xuefeng Xiao Wenming Yang 26 51 0 18 Mar 2024
VM-UNet: Vision Mamba UNet for Medical Image Segmentation Jiacheng Ruan Suncheng Xiang Mamba 56 241 0 04 Feb 2024
A Survey on Visual Anomaly Detection: Challenge, Approach, and Prospect Yunkang Cao Xiaohao Xu Jiangning Zhang Yuqi Cheng Xiaonan Huang Guansong Pang Weiming Shen 71 19 0 29 Jan 2024
AnomalyDiffusion: Few-Shot Anomaly Image Generation with Diffusion Model Teng Hu Jiangning Zhang Ran Yi Yuzhen Du Xu Chen Liang Liu Yabiao Wang Chengjie Wang 69 21 0 10 Dec 2023
Industrial Anomaly Detection and Localization Using Weakly-Supervised Residual Transformers Hanxi Li Jing Wu Lin Yuanbo Wu Hao Chen Deyin Liu Mingwen Wang Peng Wang ViT 20 4 0 06 Jun 2023
SimpleNet: A Simple Network for Image Anomaly Detection and Localization Zhikang Liu Yiming Zhou Yuansheng Xu Zilei Wang 62 219 0 27 Mar 2023
Stochastic Interpolants: A Unifying Framework for Flows and Diffusions M. S. Albergo Nicholas M. Boffi Eric Vanden-Eijnden DiffM 240 260 0 15 Mar 2023
Omni-frequency Channel-selection Representations for Unsupervised Anomaly Detection Yufei Liang Jiangning Zhang Shiwei Zhao Ru-Chwen Wu Yong-Jin Liu Shuwen Pan 97 114 0 01 Mar 2022
Anomaly Detection via Reverse Distillation from One-Class Embedding Hanqiu Deng Xingyu Li UQCV 98 299 0 26 Jan 2022
Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization Hannah M. Schlüter Jeremy Tan Benjamin Hou Bernhard Kainz 110 82 0 30 Sep 2021
Inpainting Transformer for Anomaly Detection Jonathan Pirnay K. Chai ViT 89 160 0 28 Apr 2021