GPT-4V-AD: Exploring Grounding Potential of VQA-oriented GPT-4V for Zero-shot Anomaly Detection

5 November 2023

Jiangning Zhang

Haoyang He

Xuhai Chen

Zhucun Xue

Yabiao Wang

Chengjie Wang

Lei Xie

Yong Liu

MLLM

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Papers citing "GPT-4V-AD: Exploring Grounding Potential of VQA-oriented GPT-4V for Zero-shot Anomaly Detection"

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Title
AnomalyR1: A GRPO-based End-to-end MLLM for Industrial Anomaly Detection Yuhao Chao Jie Liu J. Tang Gangshan Wu 25 1 0 16 Apr 2025
A Survey on Foundation-Model-Based Industrial Defect Detection Tianle Yang Luyao Chang Jiadong Yan J. Li Zhi Wang Ke Zhang AI4CE 76 2 0 26 Feb 2025
MMAD: A Comprehensive Benchmark for Multimodal Large Language Models in Industrial Anomaly Detection Xi Jiang Jian Li Hanqiu Deng Y. Liu Bin-Bin Gao Yifeng Zhou Jialin Li Chengjie Wang Feng Zheng 50 0 0 24 Feb 2025
UrbanSAM: Learning Invariance-Inspired Adapters for Segment Anything Models in Urban Construction Chenyu Li Danfeng Hong Bing Zhang Yuxuan Li Gustau Camps-Valls X. Zhu J. Chanussot 58 1 0 24 Feb 2025
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey Ruiyao Xu Kaize Ding 53 5 0 17 Feb 2025
Learning Multi-view Anomaly Detection Haoyang He Jiangning Zhang Guanzhong Tian Chengjie Wang Lei Xie 36 2 0 16 Jul 2024
LogiCode: an LLM-Driven Framework for Logical Anomaly Detection Yiheng Zhang Yunkang Cao Xiaohao Xu Weiming Shen 34 14 0 07 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 57 4 0 04 Jun 2024
List Items One by One: A New Data Source and Learning Paradigm for Multimodal LLMs An Yan Zhengyuan Yang Junda Wu Wanrong Zhu Jianwei Yang ... K. Lin Jianfeng Wang Julian McAuley Jianfeng Gao Lijuan Wang LRM 34 12 0 25 Apr 2024
Long-Tailed Anomaly Detection with Learnable Class Names Chih-Hui Ho Kuan-Chuan Peng Nuno Vasconcelos OODD 33 6 0 29 Mar 2024
Effectiveness Assessment of Recent Large Vision-Language Models Yao Jiang Xinyu Yan Ge-Peng Ji Keren Fu Meijun Sun Huan Xiong Deng-Ping Fan Fahad Shahbaz Khan 27 14 0 07 Mar 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 81 41 0 29 Jan 2024
Exploring Plain ViT Reconstruction for Multi-class Unsupervised Anomaly Detection Jiangning Zhang Xuhai Chen Yabiao Wang Chengjie Wang Yong Liu Xiangtai Li Ming-Hsuan Yang Dacheng Tao 23 24 0 12 Dec 2023
DiAD: A Diffusion-based Framework for Multi-class Anomaly Detection Haoyang He Jiangning Zhang Hongxu Chen Xuhai Chen Zhishan Li Xu Chen Yabiao Wang Chengjie Wang Lei Xie DiffM 20 28 0 11 Dec 2023
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 77 66 0 10 Dec 2023
A Survey on Segment Anything Model (SAM): Vision Foundation Model Meets Prompt Engineering Chaoning Zhang Fachrina Dewi Puspitasari Sheng Zheng Chenghao Li Yu Qiao ... Caiyan Qin François Rameau Lik-Hang Lee Sung-Ho Bae Choong Seon Hong VLM 76 62 0 12 May 2023
SimpleNet: A Simple Network for Image Anomaly Detection and Localization Zhikang Liu Yiming Zhou Yuansheng Xu Zilei Wang 68 229 0 27 Mar 2023
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Jongheon Jeong Yang Zou Taewan Kim Dongqing Zhang Avinash Ravichandran O. Dabeer VLM 67 184 0 26 Mar 2023
Explainable Anomaly Detection in Images and Videos: A Survey Yizhou Wang Dongliang Guo Sheng R. Li Octavia Camps Yun Fu 16 5 0 13 Feb 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 265 4,229 0 30 Jan 2023
Omni-frequency Channel-selection Representations for Unsupervised Anomaly Detection Yufei Liang Jiangning Zhang Shiwei Zhao Ru-Chwen Wu Yong-Jin Liu Shuwen Pan 118 116 0 01 Mar 2022
Anomaly Detection via Reverse Distillation from One-Class Embedding Hanqiu Deng Xingyu Li UQCV 104 446 0 26 Jan 2022
Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization Hannah M. Schlüter Jeremy Tan Benjamin Hou Bernhard Kainz 118 128 0 30 Sep 2021