Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images

19 March 2024

Papers citing "Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images"

21 / 21 papers shown

Title
MMRL++: Parameter-Efficient and Interaction-Aware Representation Learning for Vision-Language Models Yuncheng Guo Xiaodong Gu OffRL VLM 27 0 0 15 May 2025
Learning to Detect Multi-class Anomalies with Just One Normal Image Prompt Bin-Bin Gao 34 4 0 14 May 2025
Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models Yankai Jiang Peng Zhang D. Yang Yuan Tian Hai Lin X. Wang MedIm 119 0 0 05 May 2025
MMRL: Multi-Modal Representation Learning for Vision-Language Models Yuncheng Guo Xiaodong Gu VLM OffRL 132 1 0 11 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 137 0 0 10 Mar 2025
AA-CLIP: Enhancing Zero-shot Anomaly Detection via Anomaly-Aware CLIP Wenxin Ma Xu Zhang Qingsong Yao Fenghe Tang Chenxu Wu Y. Li Rui Yan Zihang Jiang S. Kevin Zhou VLM 60 0 0 09 Mar 2025
Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection Wei Luo Yunkang Cao Haiming Yao Xiaotian Zhang Jianan Lou Y. Cheng Weiming Shen Wenyong Yu 57 1 0 04 Mar 2025
When Unsupervised Domain Adaptation meets One-class Anomaly Detection: Addressing the Two-fold Unsupervised Curse by Leveraging Anomaly Scarcity Nesryne Mejri Enjie Ghorbel Anis Kacem Pavel Chernakov Niki Maria Foteinopoulou Djamila Aouada 41 0 0 28 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 64 0 0 10 Feb 2025
One-to-Normal: Anomaly Personalization for Few-shot Anomaly Detection Yiyue Li Shaoting Zhang Kang Li Qicheng Lao 70 0 0 03 Feb 2025
KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration Chengyuan Li Suyang Zhou Jieping Kong Lei Qi Hui Xue VLM 35 1 0 08 Jan 2025
ZALM3: Zero-Shot Enhancement of Vision-Language Alignment via In-Context Information in Multi-Turn Multimodal Medical Dialogue Zhangpu Li Changhong Zou Suxue Ma Zhicheng Yang Chen Du ... Xingzhi Sun Jing Xiao Kai Zhang Mei Han Mei Han LM&MA 46 1 0 26 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 38 9 0 31 Jul 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
Mutual-modality Adversarial Attack with Semantic Perturbation Jingwen Ye Ruonan Yu Songhua Liu Xinchao Wang AAML 26 9 0 20 Dec 2023
MedLSAM: Localize and Segment Anything Model for 3D CT Images Wenhui Lei Xu Wei Xiaofan Zhang Kang Li Shaoting Zhang MedIm 26 3 0 26 Jun 2023
WinCLIP: Zero-/Few-Shot Anomaly Classification and Segmentation Jongheon Jeong Yang Zou Taewan Kim Dongqing Zhang Avinash Ravichandran O. Dabeer VLM 72 186 0 26 Mar 2023
Anomaly Detection via Reverse Distillation from One-Class Embedding Hanqiu Deng Xingyu Li UQCV 111 448 0 26 Jan 2022
Proxy-bridged Image Reconstruction Network for Anomaly Detection in Medical Images Kang Zhou Jing Li Weixin Luo Zhengxin Li Jianlong Yang H. Fu Jun Cheng Jiang-Dong Liu Shenghua Gao 131 32 0 05 Oct 2021
Learning to Prompt for Vision-Language Models Kaiyang Zhou Jingkang Yang Chen Change Loy Ziwei Liu VPVLM CLIP VLM 325 2,263 0 02 Sep 2021
Open-vocabulary Object Detection via Vision and Language Knowledge Distillation Xiuye Gu Tsung-Yi Lin Weicheng Kuo Yin Cui VLM ObjD 225 898 0 28 Apr 2021