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

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

29 October 2023
Qihang Zhou
Guansong Pang
Yu Tian
Shibo He
Jiming Chen
    VLM
ArXivPDFHTML

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

46 / 96 papers shown
Title
VMAD: Visual-enhanced Multimodal Large Language Model for Zero-Shot
  Anomaly Detection
VMAD: Visual-enhanced Multimodal Large Language Model for Zero-Shot Anomaly Detection
Huilin Deng
Hongchen Luo
Wei Zhai
Yang Cao
Yu Kang
37
1
0
30 Sep 2024
Deep Graph Anomaly Detection: A Survey and New Perspectives
Deep Graph Anomaly Detection: A Survey and New Perspectives
Hezhe Qiao
Hanghang Tong
Bo An
Irwin King
Charu Aggarwal
Guansong Pang
35
6
0
16 Sep 2024
Adapted-MoE: Mixture of Experts with Test-Time Adaption for Anomaly
  Detection
Adapted-MoE: Mixture of Experts with Test-Time Adaption for Anomaly Detection
Tianwu Lei
Silin Chen
Bohan Wang
Zhengkai Jiang
Ningmu Zou
OOD
45
1
0
09 Sep 2024
Deep Learning for Video Anomaly Detection: A Review
Deep Learning for Video Anomaly Detection: A Review
Peng Wu
Chengyu Pan
Yuting Yan
Guansong Pang
Peng Wang
Yanning Zhang
VLM
AI4TS
42
6
0
09 Sep 2024
FADE: Few-shot/zero-shot Anomaly Detection Engine using Large
  Vision-Language Model
FADE: Few-shot/zero-shot Anomaly Detection Engine using Large Vision-Language Model
Yuanwei Li
Elizaveta Ivanova
Martins Bruveris
VLM
29
1
0
31 Aug 2024
AnoPLe: Few-Shot Anomaly Detection via Bi-directional Prompt Learning
  with Only Normal Samples
AnoPLe: Few-Shot Anomaly Detection via Bi-directional Prompt Learning with Only Normal Samples
Yujin Lee
Seoyoon Jang
Hyunsoo Yoon
40
0
0
24 Aug 2024
Weakly Supervised Video Anomaly Detection and Localization with
  Spatio-Temporal Prompts
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
Few-shot Defect Image Generation based on Consistency Modeling
Qingfeng Shi
Jing Wei
Fei Shen
Zheng Zhang
35
2
0
01 Aug 2024
Generalized Out-of-Distribution Detection and Beyond in Vision Language
  Model Era: A Survey
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 "Helen" Li
Ziwei Liu
Toshihiko Yamasaki
Kiyoharu Aizawa
43
10
0
31 Jul 2024
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot
  Anomaly Detection
AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection
Yunkang Cao
Jiangning Zhang
Luca Frittoli
Yuqi Cheng
Nong Sang
Giacomo Boracchi
VLM
56
29
0
22 Jul 2024
VCP-CLIP: A visual context prompting model for zero-shot anomaly
  segmentation
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
39
11
0
17 Jul 2024
SOWA: Adapting Hierarchical Frozen Window Self-Attention to
  Visual-Language Models for Better Anomaly Detection
SOWA: Adapting Hierarchical Frozen Window Self-Attention to Visual-Language Models for Better Anomaly Detection
Zongxiang Hu
Zhaosheng Zhang
VLM
29
1
0
04 Jul 2024
Enhancing Anomaly Detection Generalization through Knowledge Exposure:
  The Dual Effects of Augmentation
Enhancing Anomaly Detection Generalization through Knowledge Exposure: The Dual Effects of Augmentation
Mohammad Akhavan Anvari
Rojina Kashefi
Vahid Reza Khazaie
Mohammad Khalooei
Mohammad Sabokrou
48
0
0
15 Jun 2024
Gentle-CLIP: Exploring Aligned Semantic In Low-Quality Multimodal Data
  With Soft Alignment
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
39
1
0
09 Jun 2024
A Recover-then-Discriminate Framework for Robust Anomaly Detection
A Recover-then-Discriminate Framework for Robust Anomaly Detection
Peng-Fei Xing
Dong Zhang
Jinhui Tang
Zechao li
42
1
0
07 Jun 2024
From Zero to Hero: Cold-Start Anomaly Detection
From Zero to Hero: Cold-Start Anomaly Detection
Tal Reiss
George Kour
Naama Zwerdling
Ateret Anaby-Tavor
Yedid Hoshen
39
0
0
30 May 2024
Anomaly Detection by Context Contrasting
Anomaly Detection by Context Contrasting
Alain Ryser
Thomas M. Sutter
Alexander Marx
Julia E. Vogt
43
0
0
29 May 2024
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2
AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2
Simon Damm
M. Laszkiewicz
Johannes Lederer
Asja Fischer
54
3
0
23 May 2024
MediCLIP: Adapting CLIP for Few-shot Medical Image Anomaly Detection
MediCLIP: Adapting CLIP for Few-shot Medical Image Anomaly Detection
Ximiao Zhang
Min Xu
Dehui Qiu
Ruixin Yan
Ning Lang
Xiuzhuang Zhou
VLM
MedIm
26
6
0
18 May 2024
A Robust Autoencoder Ensemble-Based Approach for Anomaly Detection in
  Text
A Robust Autoencoder Ensemble-Based Approach for Anomaly Detection in Text
Jeremie Pantin
Christophe Marsala
24
0
0
16 May 2024
Investigating the Semantic Robustness of CLIP-based Zero-Shot Anomaly
  Segmentation
Investigating the Semantic Robustness of CLIP-based Zero-Shot Anomaly Segmentation
Kevin Stangl
Marius Arvinte
Weilin Xu
Cory Cornelius
VLM
UQCV
40
0
0
13 May 2024
Dual-Image Enhanced CLIP for Zero-Shot Anomaly Detection
Dual-Image Enhanced CLIP for Zero-Shot Anomaly Detection
Zhaoxiang Zhang
Hanqiu Deng
Jinan Bao
Xingyu Li
VLM
36
1
0
08 May 2024
FiLo: Zero-Shot Anomaly Detection by Fine-Grained Description and
  High-Quality Localization
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
42
15
0
21 Apr 2024
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
Jiaqi Zhu
Shaofeng Cai
Fang Deng
Junran Wu
Junran Wu
58
15
0
15 Apr 2024
Learning Transferable Negative Prompts for Out-of-Distribution Detection
Learning Transferable Negative Prompts for Out-of-Distribution Detection
Tianqi Li
Guansong Pang
Xiaolong Bai
Wenjun Miao
Jingyi Zheng
VLM
60
14
0
04 Apr 2024
FairCLIP: Harnessing Fairness in Vision-Language Learning
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
42
32
0
29 Mar 2024
Anomaly Detection by Adapting a pre-trained Vision Language Model
Anomaly Detection by Adapting a pre-trained Vision Language Model
Yuxuan Cai
Xinwei He
Dingkang Liang
Ao Tong
Xiang Bai
VLM
32
1
0
14 Mar 2024
Toward Generalist Anomaly Detection via In-context Residual Learning
  with Few-shot Sample Prompts
Toward Generalist Anomaly Detection via In-context Residual Learning with Few-shot Sample Prompts
Jiawen Zhu
Guansong Pang
VLM
61
35
0
11 Mar 2024
A Survey on Safe Multi-Modal Learning System
A Survey on Safe Multi-Modal Learning System
Tianyi Zhao
Liangliang Zhang
Yao Ma
Lu Cheng
60
9
0
08 Feb 2024
A Survey on Visual Anomaly Detection: Challenge, Approach, and Prospect
A Survey on Visual Anomaly Detection: Challenge, Approach, and Prospect
Yunkang Cao
Xiaohao Xu
Jiangning Zhang
Yuqi Cheng
Xiaonan Huang
Guansong Pang
Nong Sang
83
41
0
29 Jan 2024
ClipSAM: CLIP and SAM Collaboration for Zero-Shot Anomaly Segmentation
ClipSAM: CLIP and SAM Collaboration for Zero-Shot Anomaly Segmentation
Shengze Li
Jianjian Cao
Peng Ye
Yuhan Ding
Chongjun Tu
Tao Chen
VLM
27
30
0
23 Jan 2024
Label-Free Multivariate Time Series Anomaly Detection
Label-Free Multivariate Time Series Anomaly Detection
Qihang Zhou
Shibo He
Haoyu Liu
Jiming Chen
Wenchao Meng
AI4TS
24
10
0
17 Dec 2023
Simple Image-level Classification Improves Open-vocabulary Object
  Detection
Simple Image-level Classification Improves Open-vocabulary Object Detection
Ru Fang
Guansong Pang
Xiaolong Bai
ObjD
VLM
56
14
0
16 Dec 2023
CLIP in Medical Imaging: A Comprehensive Survey
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
31
2
0
12 Dec 2023
Open-Vocabulary Video Anomaly Detection
Open-Vocabulary Video Anomaly Detection
Peng Wu
Xuerong Zhou
Guansong Pang
Yujia Sun
Jing Liu
Peng Wang
Yanning Zhang
VLM
32
22
0
13 Nov 2023
GPT-4V-AD: Exploring Grounding Potential of VQA-oriented GPT-4V for
  Zero-shot Anomaly Detection
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
30
21
0
05 Nov 2023
Target before Shooting: Accurate Anomaly Detection and Localization
  under One Millisecond via Cascade Patch Retrieval
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
40
17
0
13 Aug 2023
Segment Any Anomaly without Training via Hybrid Prompt Regularization
Segment Any Anomaly without Training via Hybrid Prompt Regularization
Yunkang Cao
Xiaohao Xu
Chen Sun
Y. Cheng
Zongwei Du
Liang Gao
Nong Sang
VLM
37
70
0
18 May 2023
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation
Jongheon Jeong
Yang Zou
Taewan Kim
Dongqing Zhang
Avinash Ravichandran
O. Dabeer
VLM
75
186
0
26 Mar 2023
Explainable Anomaly Detection in Images and Videos: A Survey
Explainable Anomaly Detection in Images and Videos: A Survey
Yizhou Wang
Dongliang Guo
Sheng Li
Octavia Camps
Yun Fu
29
5
0
13 Feb 2023
MaPLe: Multi-modal Prompt Learning
MaPLe: Multi-modal Prompt Learning
Muhammad Uzair Khattak
H. Rasheed
Muhammad Maaz
Salman Khan
Fahad Shahbaz Khan
VPVLM
VLM
212
532
0
06 Oct 2022
Medical Image Understanding with Pretrained Vision Language Models: A
  Comprehensive Study
Medical Image Understanding with Pretrained Vision Language Models: A Comprehensive Study
Ziyuan Qin
Huahui Yi
Qicheng Lao
Kang Li
VLM
36
65
0
30 Sep 2022
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero
  Outlier Images
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
48
44
0
23 May 2022
Anomaly Detection via Reverse Distillation from One-Class Embedding
Anomaly Detection via Reverse Distillation from One-Class Embedding
Hanqiu Deng
Xingyu Li
UQCV
117
448
0
26 Jan 2022
Learning to Prompt for Vision-Language Models
Learning to Prompt for Vision-Language Models
Kaiyang Zhou
Jingkang Yang
Chen Change Loy
Ziwei Liu
VPVLM
CLIP
VLM
348
2,271
0
02 Sep 2021
VT-ADL: A Vision Transformer Network for Image Anomaly Detection and
  Localization
VT-ADL: A Vision Transformer Network for Image Anomaly Detection and Localization
P. Mishra
Riccardo Verk
Daniele Fornasier
C. Piciarelli
G. Foresti
ViT
82
287
0
20 Apr 2021
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