Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection

20 January 2025

Papers citing "Myriad: Large Multimodal Model by Applying Vision Experts for Industrial Anomaly Detection"

27 / 27 papers shown

Title
Detect, Classify, Act: Categorizing Industrial Anomalies with Multi-Modal Large Language Models Sassan Mokhtar Arian Mousakhan Silvio Galesso Jawad Tayyub Thomas Brox 17 0 0 05 May 2025
LR-IAD:Mask-Free Industrial Anomaly Detection with Logical Reasoning Peijian Zeng Feiyan Pang Zhanbo Wang Aimin Yang 68 0 0 28 Apr 2025
LAD-Reasoner: Tiny Multimodal Models are Good Reasoners for Logical Anomaly Detection Weijia Li Guanglei Chu Jiong Chen Guo-Sen Xie Caifeng Shan Fang Zhao LRM 29 1 0 17 Apr 2025
AnomalyR1: A GRPO-based End-to-end MLLM for Industrial Anomaly Detection Yuhao Chao Jie Liu J. Tang Gangshan Wu 23 1 0 16 Apr 2025
SDIGLM: Leveraging Large Language Models and Multi-Modal Chain of Thought for Structural Damage Identification Y. Zhang Shiyin Wei Yong Huang Yawu Su Shanshan Lu Hui Li AI4CE 19 0 0 12 Apr 2025
Beyond Academic Benchmarks: Critical Analysis and Best Practices for Visual Industrial Anomaly Detection Aimira Baitieva Yacine Bouaouni Alexandre Briot Dick Ameln Souhaiel Khalfaoui S. Akçay 33 0 0 30 Mar 2025
EIAD: Explainable Industrial Anomaly Detection Via Multi-Modal Large Language Models Zongyun Zhang Jiacheng Ruan Xian Gao Ting Liu Yuzhuo Fu 61 2 0 18 Mar 2025
Statistical Study of Sensor Data and Investigation of ML-based Calibration Algorithms for Inexpensive Sensor Modules: Experiments from Cape Point Travis Barrett Amit Kumar Mishra 35 0 0 09 Mar 2025
A Survey on Foundation-Model-Based Industrial Defect Detection Tianle Yang Luyao Chang Jiadong Yan J. Li Zhi Wang Ke Zhang AI4CE 73 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 47 0 0 24 Feb 2025
Large Language Models for Anomaly and Out-of-Distribution Detection: A Survey Ruiyao Xu Kaize Ding 50 5 0 17 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
ForgeryGPT: Multimodal Large Language Model For Explainable Image Forgery Detection and Localization Jiawei Li Fanrui Zhang Jiaying Zhu Esther Sun Qiang Zhang Zheng-jun Zha MLLM 35 7 0 14 Oct 2024
VMAD: Visual-enhanced Multimodal Large Language Model for Zero-Shot Anomaly Detection Huilin Deng Hongchen Luo Wei Zhai Yang Cao Yu Kang 27 1 0 30 Sep 2024
Generalized Out-of-Distribution Detection and Beyond in Vision Language Model Era: A Survey Atsuyuki Miyai Jingkang Yang Jingyang Zhang Yifei Ming Sisir Dhakal ... Yixuan Li Hai Li Ziwei Liu Toshihiko Yamasaki Kiyoharu Aizawa 25 8 0 31 Jul 2024
Small Object Few-shot Segmentation for Vision-based Industrial Inspection Zilong Zhang Chang Niu Yi Lin Jingchi Jiang Xuefeng Chen 19 1 0 31 Jul 2024
CLIP3D-AD: Extending CLIP for 3D Few-Shot Anomaly Detection with Multi-View Images Generation Zuo Zuo Jiahao Dong Yao Wu Yanyun Qu Zongze Wu 22 3 0 27 Jun 2024
DABL: Detecting Semantic Anomalies in Business Processes Using Large Language Models Wei Guan Jian Cao Jianqi Gao Haiyan Zhao Shiyou Qian 27 2 0 22 Jun 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency Akila Wickramasekara F. Breitinger Mark Scanlon 39 7 0 29 Feb 2024
A Survey on Safe Multi-Modal Learning System Tianyi Zhao Liangliang Zhang Yao Ma Lu Cheng 52 7 0 08 Feb 2024
Large Scale Foundation Models for Intelligent Manufacturing Applications: A Survey Haotian Zhang S. D. Semujju Zhicheng Wang Xianwei Lv Kang Xu ... Jing Wu Zhuo Long Wensheng Liang Xiaoguang Ma Ruiyan Zhuang UQCV AI4TS AI4CE 25 4 0 11 Dec 2023
SimpleNet: A Simple Network for Image Anomaly Detection and Localization Zhikang Liu Yiming Zhou Yuansheng Xu Zilei Wang 66 219 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 64 92 0 26 Mar 2023
Explainable Anomaly Detection in Images and Videos: A Survey Yizhou Wang Dongliang Guo Sheng R. Li Octavia Camps Yun Fu 8 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 244 4,186 0 30 Jan 2023
Anomaly Detection via Reverse Distillation from One-Class Embedding Hanqiu Deng Xingyu Li UQCV 101 299 0 26 Jan 2022
Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization Hannah M. Schlüter Jeremy Tan Benjamin Hou Bernhard Kainz 115 82 0 30 Sep 2021