Anomaly Detection

Adaptive Spatial-Temporal Window: Unlocking the Potential of Event Cameras in Heterogeneous Velocity Scenarios CVPR 2026 ClimaOoD: Improving Anomaly Segmentation via Physically Realistic Synthetic Data CVPR 2026 Complementary Prototype Mapping for Efficient Multimodal Anomaly Detection CVPR 2026 Defect Cue-Preserved Structural Feature Refinement for Few-Shot Anomaly Detection CVPR 2026 Detecting AI-Generated Forgeries via Iterative Manifold Deviation Amplification CVPR 2026 FLARE: Anomaly Diagnostics for Divergent LLM Training in GPU Clusters of Thousand-Plus Scale NSDI 2026 FraudGNAM: Inherently Interpretable Spectral GNN for Graph Fraud Detection UAI 2026 GPFlow: Gaussian Prototype Probability Flow for Unsupervised Multi-Modal Anomaly Detection CVPR 2026 Hunting Normality from Query Sample via Residual Learning for Generalist Anomaly Detection CVPR 2026 Omni-AD: A Large-scale and Versatile Benchmark for Industrial Anomaly Detection CVPR 2026 Omni-Fake: Benchmarking Unified Multimodal Social Media Deepfake Detection CVPR 2026 Training-Free Zero-Shot Anomaly Detection in 3D Brain MRI with 2D Foundation Models MIDL 2026 UniMMAD: Unified Multi-Modal and Multi-Class Anomaly Detection via MoE-Driven Feature Decompression CVPR 2026 A knowledge-based method for detecting network-induced shape artifacts in synthetic images MIDL 2025 Dynamic Neighborhood Modeling via Node-Subgraph Contrastive Learning for Graph-Based Fraud Detection AAAI 2025 EnvSDD: Benchmarking Environmental Sound Deepfake Detection Interspeech 2025 Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection AAAI 2025 Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders ICLR 2025 Where's the Liability in the Generative Era? Recovery-based Black-Box Detection of AI-Generated Content CVPR 2025 Consistency Training with Learnable Data Augmentation for Graph Anomaly Detection with Limited Supervision ICLR 2024 EGonc : Energy-based Open-Set Node Classification with substitute Unknowns NeurIPS 2024 Frequency-dependent Image Reconstruction Error for Micro Defect Detection ACML 2023 Normalizing Flow Based Feature Synthesis for Outlier-Aware Object Detection CVPR 2023 PAD: A Dataset and Benchmark for Pose-agnostic Anomaly Detection NeurIPS 2023 SimpleNet: A Simple Network for Image Anomaly Detection and Localization CVPR 2023