Anomaly Detection on UCF-Crime

8개 결과 · ⬇ CSV · JSON

AUC

Rank	Model	AUC	Paper	Code	Year
1	MM-VAD 자동 추출	98.81	Geometry-Aware Semantic Reasoning for Training Free Video Anomaly Detection		2026
2	VANGUARD 자동 추출	94	Reasoning-Guided Grounding: Elevating Video Anomaly Detection through Multimodal Large Language Models		2026
3	Gaussian 자동 추출	91.58	Mixture of Experts Guided by Gaussian Splatters Matters: A new Approach to Weakly-Supervised Video Anomaly Detection		2025
4	TRACES 자동 추출	90.4	TRACES: Temporal Recall with Contextual Embeddings for Real-Time Video Anomaly Detection		2025
5	DeSC 자동 추출	89.37	Decoupled Sensitivity-Consistency Learning for Weakly Supervised Video Anomaly Detection		2026
6	VigilFormer 자동 추출	87.83	VigilFormer: Deformable Attention for Video Anomaly Detection with Causal Risk Inference		2026
7	PA-VAD 자동 추출	82.5	PA-VAD: Diffusion-Based Pseudo-Only Video Anomaly Detection via Domain-Aligned Memory Updates		2025
8	MULDE-frame-centric-micro-one-class-classification	78.5%	MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection	jakubmicorek/MULDE-Multiscale-Log-Density-Estimation-via-Denoising-Score-Matching-for-Video-Anomaly-Detection	2024