Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection

Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection

15 April 2024

Junran Wu

Papers citing "Do LLMs Understand Visual Anomalies? Uncovering LLM's Capabilities in Zero-shot Anomaly Detection"

14 / 14 papers shown

Title
Intelligent IoT Attack Detection Design via ODLLM with Feature Ranking-based Knowledge Base Satvik Verma Qun Wang E. Wes Bethel 35 0 0 27 Mar 2025
AnomalyPainter: Vision-Language-Diffusion Synergy for Zero-Shot Realistic and Diverse Industrial Anomaly Synthesis Zhangyu Lai Yilin Lu Xinyang Li Jianghang Lin Yansong Qu Liujuan Cao Ming Li Rongrong Ji DiffM 48 0 0 10 Mar 2025
A Survey on Foundation-Model-Based Industrial Defect Detection Tianle Yang Luyao Chang Jiadong Yan J. Li Zhi Wang Ke Zhang AI4CE 70 2 0 26 Feb 2025
Foundation Models for Anomaly Detection: Vision and Challenges Jing Ren Tao Tang Hong Jia Haytham Fayek Xiaodong Li Suyu Ma Xiwei Xu Feng Xia 53 0 0 10 Feb 2025
Uncovering Capabilities of Model Pruning in Graph Contrastive Learning Wu Junran Chen Xueyuan Li Shangzhe 24 1 0 27 Oct 2024
LLM-3D Print: Large Language Models To Monitor and Control 3D Printing Yayati Jadhav P. Pak Amir Barati Farimani AI4CE 76 8 0 26 Aug 2024
Detached and Interactive Multimodal Learning Yunfeng Fan Wenchao Xu Haozhao Wang Junhong Liu Song Guo 28 3 0 28 Jul 2024
NC-NCD: Novel Class Discovery for Node Classification Yue Hou Xueyuan Chen He Zhu Romei Liu Bowen Shi Jiaheng Liu Junran Wu Ke Xu CLL 29 0 0 25 Jul 2024
A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges Yuqi Nie Yaxuan Kong Xiaowen Dong John M. Mulvey H. Vincent Poor Qingsong Wen Stefan Zohren AIFin 30 40 0 15 Jun 2024
Large Language Models for UAVs: Current State and Pathways to the Future Shumaila Javaid Nasir Saeed Bin He 32 15 0 02 May 2024
Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts Jiawen Zhu Guansong Pang VLM 53 14 0 11 Mar 2024
IFSeg: Image-free Semantic Segmentation via Vision-Language Model Sukmin Yun S. Park Paul Hongsuck Seo Jinwoo Shin VLM MLLM 46 13 0 25 Mar 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 2,712 0 24 May 2022
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 275 3,784 0 18 Apr 2021