Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts

11 March 2024

Papers citing "Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts"

14 / 14 papers shown

Title
AdaptCLIP: Adapting CLIP for Universal Visual Anomaly Detection Bin-Bin Gao Yue Zhu Jiangtao Yan Y. Cai W. Zhang Meng Wang Jun Liu Y. Liu L. Wang Chengjie Wang VLM 41 0 0 15 May 2025
MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning Bin-Bin Gao VLM 25 0 0 14 May 2025
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey Ruiyao Xu Kaize Ding 57 5 0 17 Feb 2025
One-to-Normal: Anomaly Personalization for Few-shot Anomaly Detection Yiyue Li Shaoting Zhang Kang Li Qicheng Lao 72 0 0 03 Feb 2025
Transmission Line Defect Detection Based on UAV Patrol Images and Vision-language Pretraining Ke Zhang Zhaoye Zheng Yurong Guo Jiacun Wang Jiyuan Yang Yangjie Xiao VLM 79 0 0 18 Nov 2024
Deep Learning for Video Anomaly Detection: A Review Peng Wu Chengyu Pan Yuting Yan Guansong Pang Peng Wang Yanning Zhang VLM AI4TS 42 6 0 09 Sep 2024
Weakly Supervised Video Anomaly Detection and Localization with Spatio-Temporal Prompts Peng Wu Xuerong Zhou Guansong Pang Zhiwei Yang Qingsen Yan Peng Wang Yanning Zhang 28 9 0 12 Aug 2024
SOWA: Adapting Hierarchical Frozen Window Self-Attention to Visual-Language Models for Better Anomaly Detection Zongxiang Hu Zhaosheng Zhang VLM 27 1 0 04 Jul 2024
Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection Jiaqi Zhu Shaofeng Cai Fang Deng Junran Wu Junran Wu 55 15 0 15 Apr 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 83 41 0 29 Jan 2024
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Jongheon Jeong Yang Zou Taewan Kim Dongqing Zhang Avinash Ravichandran O. Dabeer VLM 75 186 0 26 Mar 2023
UViM: A Unified Modeling Approach for Vision with Learned Guiding Codes Alexander Kolesnikov André Susano Pinto Lucas Beyer Xiaohua Zhai Jeremiah Harmsen N. Houlsby 103 67 0 20 May 2022
Anomaly Detection via Reverse Distillation from One-Class Embedding Hanqiu Deng Xingyu Li UQCV 114 448 0 26 Jan 2022
Pix2seq: A Language Modeling Framework for Object Detection Ting-Li Chen Saurabh Saxena Lala Li David J. Fleet Geoffrey E. Hinton MLLM ViT VLM 241 344 0 22 Sep 2021