OpenCodePapers

anomaly-detection-on-ucsd-ped2

Anomaly Detection
Dataset Link
Results over time
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Leaderboard
PaperCodeAUCFPSModelNameReleaseDate
Diversity-Measurable Anomaly Detection✓ Link99.7%DMAD2023-03-09
MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection✓ Link99.7%MULDE-object-centric-micro2024-03-21
Spatio-temporal predictive tasks for abnormal event detection in videos98.9%STPT2022-10-27
A Background-Agnostic Framework with Adversarial Training for Abnormal Event Detection in Video✓ Link98.7%24Background-Agnostic2020-08-27
Making Anomalies More Anomalous: Video Anomaly Detection Using a Novel Generator and Destroyer✓ Link98.2%MAMA2024-02-26
Follow the Rules: Reasoning for Video Anomaly Detection with Large Language Models✓ Link97.9%AnomalyRuler2024-07-14
UniNet: A Contrastive Learning-guided Unified Framework with Feature Selection for Anomaly Detection✓ Link97.9UniNet2025-02-28
VALD-GAN: video anomaly detection using latent discriminator augmented GAN97.74VALD-GAN2023-10-18
STemGAN: spatio-temporal generative adversarial network for video anomaly detection97.5STemGAN2023-09-22
Attention-based residual autoencoder for video anomaly detection✓ Link97.4%ASTNet2022-05-25
Context Recovery and Knowledge Retrieval: A Novel Two-Stream Framework for Video Anomaly Detection✓ Link97.1%Two-stream2022-09-07
FastAno: Fast Anomaly Detection via Spatio-temporal Patch Transformation✓ Link96.3%195FastAno2021-06-16
Self-Distilled Masked Auto-Encoders are Efficient Video Anomaly Detectors✓ Link95.4%1655SD-MAE2023-06-21
Diversity-Measurable Anomaly Detection✓ Link90.2%ConvVQ2023-03-09