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Video Anomaly Detection
벤치마크
Video Anomaly Detection on
HR-Avenue
33개 결과 ·
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·
JSON
AUC
58.1
65.92
73.75
81.58
89.4
2016-04
2026-09
Conv-AE — 84.8 (2016-04-15)
Conv-AE — 84.8 (2016-04-15)
Conv-AE — 84.8 (2016-04-15)
Pred — 86.2 (2017-12-28)
Pred — 86.2 (2017-12-28)
Pred — 86.2 (2017-12-28)
MPED-RNN — 86.3 (2019-03-08)
MPED-RNN — 86.3 (2019-03-08)
MPED-RNN — 86.3 (2019-03-08)
Multi-timescale Prediction — 88.33 (2019-08-12)
Multi-timescale Prediction — 88.33 (2019-08-12)
Multi-timescale Prediction — 88.33 (2019-08-12)
GEPC — 58.1 (2019-12-26)
GEPC — 58.1 (2019-12-26)
GEPC — 58.1 (2019-12-26)
BiPOCO — 87.0 (2022-07-05)
BiPOCO — 87.0 (2022-07-05)
BiPOCO — 87.0 (2022-07-05)
COSKAD-euclidean — 87.8 (2023-01-23)
COSKAD-hyperbolic — 87.3 (2023-01-23)
COSKAD-radial — 82.2 (2023-01-23)
COSKAD-euclidean — 87.8 (2023-01-23)
COSKAD-hyperbolic — 87.3 (2023-01-23)
COSKAD-radial — 82.2 (2023-01-23)
COSKAD-euclidean — 87.8 (2023-01-23)
COSKAD-hyperbolic — 87.3 (2023-01-23)
COSKAD-radial — 82.2 (2023-01-23)
MoCoDAD — 89.0 (2023-07-14)
MoCoDAD — 89.0 (2023-07-14)
MoCoDAD — 89.0 (2023-07-14)
TrajREC — 89.4 (2023-11-03)
TrajREC — 89.4 (2023-11-03)
TrajREC — 89.4 (2023-11-03)
Conv-AE — 84.8 (2016-04-15)
Pred — 86.2 (2017-12-28)
MPED-RNN — 86.3 (2019-03-08)
Multi-timescale Prediction — 88.33 (2019-08-12)
MoCoDAD — 89.0 (2023-07-14)
TrajREC — 89.4 (2023-11-03)
2016-04-15 — Conv-AE: AUC 84.8
2017-12-28 — Pred: AUC 86.2
2019-03-08 — MPED-RNN: AUC 86.3
2019-08-12 — Multi-timescale Prediction: AUC 88.33
2023-07-14 — MoCoDAD: AUC 89.0
2023-11-03 — TrajREC: AUC 89.4
Rank
Model
AUC
Paper
Code
Year
1
TrajREC
89.4
Holistic Representation Learning for Multitask Trajectory Anomaly Detection
alexandrosstergiou/TrajREC
2023
2
MoCoDAD
89.0
Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection
aleflabo/MoCoDAD
2023
3
Multi-timescale Prediction
88.33
Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection
2019
4
COSKAD-euclidean
87.8
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection
aleflabo/COSKAD
2023
5
COSKAD-hyperbolic
87.3
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection
aleflabo/COSKAD
2023
6
BiPOCO
87.0
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection
akanuasiegbu/bipoco
2022
7
MPED-RNN
86.3
Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos
RomeroBarata/skeleton_based_anomaly_detection
2019
8
Pred
86.2
Future Frame Prediction for Anomaly Detection -- A New Baseline
stevenliuwen/ano_pred_cvpr2018
2017
9
Conv-AE
84.8
Learning Temporal Regularity in Video Sequences
tnybny/Frame-level-anomalies-in-videos
·
alexisbdr/warehouse-anomaly
2016
10
COSKAD-radial
82.2
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection
aleflabo/COSKAD
2023
11
GEPC
58.1
Graph Embedded Pose Clustering for Anomaly Detection
amirmk89/gepc
2019
12
TrajREC
89.4
Holistic Representation Learning for Multitask Trajectory Anomaly Detection
alexandrosstergiou/TrajREC
2023
13
MoCoDAD
89.0
Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection
aleflabo/MoCoDAD
2023
14
Multi-timescale Prediction
88.33
Multi-timescale Trajectory Prediction for Abnormal Human Activity Detection
2019
15
COSKAD-euclidean
87.8
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection
aleflabo/COSKAD
2023
16
COSKAD-hyperbolic
87.3
Contracting Skeletal Kinematics for Human-Related Video Anomaly Detection
aleflabo/COSKAD
2023
17
BiPOCO
87.0
BiPOCO: Bi-Directional Trajectory Prediction with Pose Constraints for Pedestrian Anomaly Detection
akanuasiegbu/bipoco
2022
18
MPED-RNN
86.3
Learning Regularity in Skeleton Trajectories for Anomaly Detection in Videos
RomeroBarata/skeleton_based_anomaly_detection
2019
19
Pred
86.2
Future Frame Prediction for Anomaly Detection -- A New Baseline
stevenliuwen/ano_pred_cvpr2018
2017
20
Conv-AE
84.8
Learning Temporal Regularity in Video Sequences
tnybny/Frame-level-anomalies-in-videos
·
alexisbdr/warehouse-anomaly
2016
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