Foundation Models for Anomaly Detection: Vision and Challenges

Foundation Models for Anomaly Detection: Vision and Challenges

10 February 2025

Papers citing "Foundation Models for Anomaly Detection: Vision and Challenges"

14 / 14 papers shown

Title
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey Ruiyao Xu Kaize Ding 101 5 0 17 Feb 2025
Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection Yuanze Li Haolin Wang Shihao Yuan Ming-Yu Liu Debin Zhao Yiwen Guo Chen Xu Guangming Shi Wangmeng Zuo 133 31 0 20 Jan 2025
Real-Time Anomaly Detection and Reactive Planning with Large Language Models Rohan Sinha Amine Elhafsi Christopher Agia Matthew Foutter Edward Schmerling Marco Pavone OffRL LRM 64 29 0 11 Jul 2024
DABL: Detecting Semantic Anomalies in Business Processes Using Large Language Models Wei Guan Jian Cao Jianqi Gao Haiyan Zhao Shiyou Qian 68 5 0 22 Jun 2024
Advancing Anomaly Detection: Non-Semantic Financial Data Encoding with LLMs A. Bakumenko Katerina Hlaváčková-Schindler Claudia Plant Nina C. Hubig 70 5 0 05 Jun 2024
Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection Jun Liu Chaoyun Zhang Jiaxu Qian Ming-Jie Ma Si Qin Chetan Bansal Qingwei Lin Saravan Rajmohan Dongmei Zhang AI4TS 47 10 0 24 May 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 91 16 0 15 Apr 2024
Harnessing Large Language Models for Training-free Video Anomaly Detection Luca Zanella Willi Menapace Massimiliano Mancini Yiming Wang Elisa Ricci VLM 66 26 0 01 Apr 2024
Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts Jiawen Zhu Guansong Pang VLM 88 37 0 11 Mar 2024
GPT-4 Technical Report OpenAI OpenAI OpenAI Josh Achiam Steven Adler Sandhini Agarwal Lama Ahmad ... Shengjia Zhao Tianhao Zheng Juntang Zhuang William Zhuk Barret Zoph LLMAG MLLM 996 14,179 0 15 Mar 2023
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 509 4,021 0 18 Apr 2021
Graph Self-Supervised Learning: A Survey Yixin Liu Ming Jin Shirui Pan Chuan Zhou Yu Zheng Feng Xia Philip S. Yu SSL 77 560 0 27 Feb 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 806 29,167 0 26 Feb 2021
ViLBERT: Pretraining Task-Agnostic Visiolinguistic Representations for Vision-and-Language Tasks Jiasen Lu Dhruv Batra Devi Parikh Stefan Lee SSL VLM 217 3,667 0 06 Aug 2019