AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection

29 October 2023

Papers citing "AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection"

42 / 92 papers shown

Title
FADE: Few-shot/zero-shot Anomaly Detection Engine using Large Vision-Language Model Yuanwei Li Elizaveta Ivanova Martins Bruveris VLM 14 1 0 31 Aug 2024
AnoPLe: Few-Shot Anomaly Detection via Bi-directional Prompt Learning with Only Normal Samples Yujin Lee Seoyoon Jang Hyunsoo Yoon 14 0 0 24 Aug 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
Few-shot Defect Image Generation based on Consistency Modeling Qingfeng Shi Jing Wei Fei Shen Zheng Zhang 32 2 0 01 Aug 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 31 9 0 31 Jul 2024
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection Yunkang Cao Jiangning Zhang Luca Frittoli Yuqi Cheng Weiming Shen Giacomo Boracchi VLM 36 27 0 22 Jul 2024
VCP-CLIP: A visual context prompting model for zero-shot anomaly segmentation Zhen Qu Xian Tao Mukesh Prasad Fei Shen Zhengtao Zhang Xinyi Gong Guiguang Ding VLM 21 10 0 17 Jul 2024
SOWA: Adapting Hierarchical Frozen Window Self-Attention to Visual-Language Models for Better Anomaly Detection Zongxiang Hu Zhaosheng Zhang VLM 14 1 0 04 Jul 2024
Enhancing Anomaly Detection Generalization through Knowledge Exposure: The Dual Effects of Augmentation Mohammad Akhavan Anvari Rojina Kashefi Vahid Reza Khazaie Mohammad Khalooei Mohammad Sabokrou 25 0 0 15 Jun 2024
Gentle-CLIP: Exploring Aligned Semantic In Low-Quality Multimodal Data With Soft Alignment Zijia Song Z. Zang Yelin Wang Guozheng Yang Jiangbin Zheng Kaicheng Yu Wanyu Chen Stan Z. Li 31 0 0 09 Jun 2024
A Recover-then-Discriminate Framework for Robust Anomaly Detection Peng-Fei Xing Dong Zhang Jinhui Tang Zechao li 27 1 0 07 Jun 2024
From Zero to Hero: Cold-Start Anomaly Detection Tal Reiss George Kour Naama Zwerdling Ateret Anaby-Tavor Yedid Hoshen 26 0 0 30 May 2024
Anomaly Detection by Context Contrasting Alain Ryser Thomas M. Sutter Alexander Marx Julia E. Vogt 32 0 0 29 May 2024
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 Simon Damm M. Laszkiewicz Johannes Lederer Asja Fischer 46 3 0 23 May 2024
MediCLIP: Adapting CLIP for Few-shot Medical Image Anomaly Detection Ximiao Zhang Min Xu Dehui Qiu Ruixin Yan Ning Lang Xiuzhuang Zhou VLM MedIm 18 6 0 18 May 2024
A Robust Autoencoder Ensemble-Based Approach for Anomaly Detection in Text Jeremie Pantin Christophe Marsala 19 0 0 16 May 2024
Investigating the Semantic Robustness of CLIP-based Zero-Shot Anomaly Segmentation Kevin Stangl Marius Arvinte Weilin Xu Cory Cornelius VLM UQCV 24 0 0 13 May 2024
Dual-Image Enhanced CLIP for Zero-Shot Anomaly Detection Zhaoxiang Zhang Hanqiu Deng Jinan Bao Xingyu Li VLM 23 1 0 08 May 2024
FiLo: Zero-Shot Anomaly Detection by Fine-Grained Description and High-Quality Localization Zhaopeng Gu Bingke Zhu Guibo Zhu Yingying Chen Hao Li Ming Tang Jinqiao Wang 29 15 0 21 Apr 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 47 15 0 15 Apr 2024
Learning Transferable Negative Prompts for Out-of-Distribution Detection Tianqi Li Guansong Pang Xiaolong Bai Wenjun Miao Jingyi Zheng VLM 42 12 0 04 Apr 2024
FairCLIP: Harnessing Fairness in Vision-Language Learning Yan Luo Minfei Shi Muhammad Osama Khan Muhammad Muneeb Afzal Hao Huang ... Luo Song Ava Kouhana T. Elze Yi Fang Mengyu Wang VLM 38 30 0 29 Mar 2024
Anomaly Detection by Adapting a pre-trained Vision Language Model Yuxuan Cai Xinwei He Dingkang Liang Ao Tong Xiang Bai VLM 19 1 0 14 Mar 2024
Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts Jiawen Zhu Guansong Pang VLM 53 34 0 11 Mar 2024
A Survey on Safe Multi-Modal Learning System Tianyi Zhao Liangliang Zhang Yao Ma Lu Cheng 52 7 0 08 Feb 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
ClipSAM: CLIP and SAM Collaboration for Zero-Shot Anomaly Segmentation Shengze Li Jianjian Cao Peng Ye Yuhan Ding Chongjun Tu Tao Chen VLM 19 29 0 23 Jan 2024
Label-Free Multivariate Time Series Anomaly Detection Qihang Zhou Shibo He Haoyu Liu Jiming Chen Wenchao Meng AI4TS 19 10 0 17 Dec 2023
Simple Image-level Classification Improves Open-vocabulary Object Detection Ru Fang Guansong Pang Xiaolong Bai ObjD VLM 43 4 0 16 Dec 2023
CLIP in Medical Imaging: A Comprehensive Survey Zihao Zhao Yuxiao Liu Han Wu Yonghao Li Sheng Wang L. Teng Disheng Liu Zhiming Cui Qian Wang Dinggang Shen CLIP MedIm LM&MA VLM 21 43 0 12 Dec 2023
Open-Vocabulary Video Anomaly Detection Peng Wu Xuerong Zhou Guansong Pang Yujia Sun Jing Liu Peng Wang Yanning Zhang VLM 19 21 0 13 Nov 2023
GPT-4V-AD: Exploring Grounding Potential of VQA-oriented GPT-4V for Zero-shot Anomaly Detection Jiangning Zhang Haoyang He Xuhai Chen Zhucun Xue Yabiao Wang Chengjie Wang Lei Xie Yong Liu MLLM 17 21 0 05 Nov 2023
Target before Shooting: Accurate Anomaly Detection and Localization under One Millisecond via Cascade Patch Retrieval Hanxi Li Jianfei Hu Bo-wen Li Hao Chen Yongbin Zheng Chunhua Shen 30 16 0 13 Aug 2023
Segment Any Anomaly without Training via Hybrid Prompt Regularization Yunkang Cao Xiaohao Xu Chen Sun Y. Cheng Zongwei Du Liang Gao Weiming Shen VLM 26 69 0 18 May 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
MaPLe: Multi-modal Prompt Learning Muhammad Uzair Khattak H. Rasheed Muhammad Maaz Salman Khan F. Khan VPVLM VLM 186 521 0 06 Oct 2022
Medical Image Understanding with Pretrained Vision Language Models: A Comprehensive Study Ziyuan Qin Huahui Yi Qicheng Lao Kang Li VLM 24 62 0 30 Sep 2022
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images Philipp Liznerski Lukas Ruff Robert A. Vandermeulen Billy Joe Franks Klaus-Robert Muller Marius Kloft UQCV 33 44 0 23 May 2022
Anomaly Detection via Reverse Distillation from One-Class Embedding Hanqiu Deng Xingyu Li UQCV 101 440 0 26 Jan 2022
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 322 2,249 0 02 Sep 2021
VT-ADL: A Vision Transformer Network for Image Anomaly Detection and Localization P. Mishra Riccardo Verk Daniele Fornasier C. Piciarelli G. Foresti ViT 73 280 0 20 Apr 2021