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Papers
M$^2$AD: Multi-Sensor Multi-System Anomaly Detection through Global Scoring and Calibrated Thresholding
AISTATS 2025
M2SFormer: Multi-Spectral and Multi-Scale Attention with Edge-Aware Difficulty Guidance for Image Forgery Localization
ICCV 2025
MANTA: A Large-Scale Multi-View and Visual-Text Anomaly Detection Dataset for Tiny Objects
CVPR 2025
MEATRD: Multimodal Anomalous Tissue Region Detection Enhanced with Spatial Transcriptomics
AAAI 2025
MENTOR: Human Perception-Guided Pretraining for Increased Generalization
WACV 2025
Minder: Faulty Machine Detection for Large-scale Distributed Model Training
NSDI 2025
Mining In-distribution Attributes in Outliers for Out-of-distribution Detection
AAAI 2025
MMAG: Multimodal Learning for Mucus Anomaly Grading in Nasal Endoscopy via Semantic Attribute Prompting
EMNLP 2025
MultiADS: Defect-aware Supervision for Multi-type Anomaly Detection and Segmentation in Zero-Shot Learning
ICCV 2025
Multilingual Federated Low-Rank Adaptation for Collaborative Content Anomaly Detection across Multilingual Social Media Participants
EMNLP 2025
Multi-Resolution Decomposable Diffusion Model for Non-Stationary Time Series Anomaly Detection
ICLR 2025
Multi-Sensor Object Anomaly Detection: Unifying Appearance, Geometry, and Internal Properties
CVPR 2025
MutationGuard: A Graph and Temporal-Spatial Neural Method for Detecting Mutation Telecommunication Fraud
IJCAI 2025
NAAST-GNN: Neighborhood Adaptive Aggregation and Spectral Tuning for Graph Anomaly Detection
IJCAI 2025
NLP-ADBench: NLP Anomaly Detection Benchmark
EMNLP 2025
Normal and Abnormal Pathology Knowledge-Augmented Vision-Language Model for Anomaly Detection in Pathology Images
ICCV 2025
Oddballness: universal anomaly detection with language models
COLING 2025
Odd-One-Out: Anomaly Detection by Comparing with Neighbors
CVPR 2025
One-for-More: Continual Diffusion Model for Anomaly Detection
CVPR 2025
OpenMIBOOD: Open Medical Imaging Benchmarks for Out-Of-Distribution Detection
CVPR 2025
OralXrays-9: Towards Hospital-Scale Panoramic X-ray Anomaly Detection via Personalized Multi-Object Query-Aware Mining
CVPR 2025
PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo Anomalies
CVPR 2025
Percept, Memory, and Imagine: World Feature Simulating for Open-Domain Unknown Object Detection
CVPR 2025
PIAD: Pose and Illumination agnostic Anomaly Detection
CVPR 2025
Polysemantic Dropout: Conformal OOD Detection for Specialized LLMs
EMNLP 2025