UBnormal

University of Bucharest Abnormal Videos

Dataset Information
Introduced
2021
License
Attribution-NonCommercial-NoDerivatives 4.0 International (CC BY-NC-ND 4.0) license
Homepage
Official Website
Contents

Overview

UBnormal is a new supervised open-set benchmark composed of multiple virtual scenes for video anomaly detection. Unlike existing data sets, the data set introduces abnormal events annotated at the pixel level at training time, for the first time enabling the use of fully-supervised learning methods for abnormal event detection. To preserve the typical open-set formulation, the data set includes disjoint sets of anomaly types in the training and test collections of videos.

Variants: UBnormal, HR-UBnormal

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Video Anomaly Detection AnyAnomaly AnyAnomaly: Zero-Shot Customizable Video Anomaly … 2025-03-06
Anomaly Detection AnomalyRuler Follow the Rules: Reasoning for … 2024-07-14
Video Anomaly Detection AnomalyRuler Follow the Rules: Reasoning for … 2024-07-14
Anomaly Detection MULDE-frame-centric-micro-one-class-classification MULDE: Multiscale Log-Density Estimation via … 2024-03-21
Video Anomaly Detection MULDE-frame-centric-micro-one-class-classification MULDE: Multiscale Log-Density Estimation via … 2024-03-21
Video Anomaly Detection TrajREC Holistic Representation Learning for Multitask … 2023-11-03
Anomaly Detection MoCoDAD Multimodal Motion Conditioned Diffusion Model … 2023-07-14
Anomaly Detection COSKAD-radial Contracting Skeletal Kinematics for Human-Related … 2023-01-23
Anomaly Detection COSKAD-hyperbolic Contracting Skeletal Kinematics for Human-Related … 2023-01-23
Anomaly Detection COSKAD-euclidean Contracting Skeletal Kinematics for Human-Related … 2023-01-23
Anomaly Detection STG-NF - Supervised Normalizing Flows for Human Pose … 2022-11-20
Anomaly Detection STG-NF - Unsupervised Normalizing Flows for Human Pose … 2022-11-20
Anomaly Detection SSMTL++v1 SSMTL++: Revisiting Self-Supervised Multi-Task Learning … 2022-07-16
Anomaly Detection BiPOCO BiPOCO: Bi-Directional Trajectory Prediction with … 2022-07-05
Anomaly Detection TimeSformer Is Space-Time Attention All You … 2021-02-09
Anomaly Detection Background-Agnostic Framework A Background-Agnostic Framework with Adversarial … 2020-08-27
Anomaly Detection MIL Real-world Anomaly Detection in Surveillance … 2018-01-12

Research Papers

Recent papers with results on this dataset:

External Links: