Anomaly Detection

ActivityForensics: A Comprehensive Benchmark for Localizing Manipulated Activity in Videos CVPR 2026 Aggregating Diverse Cue Experts for AI-Generated Image Detection AAAI 2026 AG-VAS: Anchor-Guided Zero-Shot Visual Anomaly Segmentation with Large Multimodal Models CVPR 2026 Alert-CLIP: Abnormality-aware Latent-Enhanced Representation Tuning of CLIP for Video Anomaly Detection CVPR 2026 Amplifying Discrepancies: Exploiting Macro and Micro Inconsistencies for Image Manipulation Localization AAAI 2026 Anomaly as Non-Conformity via Training-Free Graph Laplacian Energy Minimization CVPR 2026 AnomalyMoE: Towards a Language-free Generalist Model for Unified Visual Anomaly Detection AAAI 2026 AnomalyPainter: Vision-Language-Diffusion Synergy for Realistic and Diverse Unseen Industrial Anomaly Synthesis AAAI 2026 AnomalyVFM -- Transforming Vision Foundation Models into Zero-Shot Anomaly Detectors CVPR 2026 AnoStyler: Text-Driven Localized Anomaly Generation via Lightweight Style Transfer AAAI 2026 AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLM WACV 2026 ART-ASyn: Anatomy-aware Realistic Texture-based Anomaly Synthesis Framework for Chest X-Rays WACV 2026 A Semantically Disentangled Unified Model for Multi-category 3D Anomaly Detection CVPR 2026 Back to Point: Exploring Point-Language Models for Zero-Shot 3D Anomaly Detection CVPR 2026 Beyond [CLS] Token: Query-Driven Token-Level Forgery Purification for Generalizable Deepfake Detection CVPR 2026 Beyond Semantic Features: Pixel-level Mapping for Generalized AI-Generated Image Detection AAAI 2026 Bidirectional Multimodal Prompt Learning with Scale-Aware Training for Few-Shot Multi-Class Anomaly Detection CVPR 2026 CADE: Continual Weakly-supervised Video Anomaly Detection with Ensembles WACV 2026 CADiff: Context-Aware Diffusion for Controllable Anomaly Generation in Anomaly Detection AAAI 2026 Can Image Splicing and Copy-Move Forgery Be Detected by the Same Model? Forensim: An Attention-Based State-Space Approach WACV 2026 CASL: Curvature-Augmented Self-supervised Learning for 3D Anomaly Detection AAAI 2026 CHAL: Causal-guided Hierarchical Anomaly-aware Learning for Moving Infrared Small Target Detection CVPR 2026 Commonality in Few: Few-Shot Multimodal Anomaly Detection via Hypergraph-Enhanced Memory AAAI 2026 Complementary Prototype Mapping for Efficient Multimodal Anomaly Detection CVPR 2026 Correcting False Alarms from Unseen: Adapting Graph Anomaly Detectors at Test Time AAAI 2026