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ResearchFormerly WizWand

Video Anomaly Detection on Avenue

91.9Frame-AUCVADMamba++
61.94869.72477.585.276Aug 12, 2019Sep 19, 2020Oct 28, 2021Dec 6, 2022Jan 14, 2024Feb 21, 2025Apr 1, 2026
Updated 7mo ago

Evaluation results

MethodLinks
VADMamba++Feature=F, Task=1, Training Level=frame-level, FPS=133*2026.0491.9
VADMambaFeature=F+OF, Task=2, Training Level=frame-level, FPS=90*2026.0491.5
AED-MAEFeature=F+SA, Task=2, Training Level=frame-level2026.0491.3
HF2-VADFeature=F+OF, Task=2, Training Level=object-level, FPS=15*2026.0491.1
MAAM-NetFeature=F+OF, Task=2, Training Level=frame-level, FPS=642026.0490.9
SLMFeature=F, Task=3, Training Level=object-level2026.0490.9
TSMDCFeature=F, Task=3, Training Level=frame-level2026.0490.6
VEC-AMethod Category=Proposed2020.0890.2
SSAEFeature=F, Task=2, Training Level=object-level, FPS=10*2026.0490.2
FPDMFeature=F, Task=2, Training Level=frame-level, FPS=82026.0490.1
BiFIFeature=F+OF, Task=2, Training Level=frame-level2026.0489.7
VEC-AMMethod Category=Proposed2020.0889.6
BiSPFeature=F, Task=2, Training Level=frame-level, FPS=45*2026.0489.5
SSAGANFeature=F, Task=2, Training Level=frame-level, FPS=402026.0488.8
LLSHFeature=F, Task=2, Training Level=frame-level, FPS=25*2026.0488.6
PDM-NetFeature=F, Task=2, Training Level=frame-level2026.0488.1
C2NetFeature=F, Task=2, Training Level=frame-level2026.0487.5
VADiffusionFeature=F, Task=2, Training Level=frame-level, FPS=22026.0487.2
MGAN-CLFeature=F, Task=2, Training Level=frame-level, FPS=302026.0487.1
AM-CORRMethod Category=Reconstruction Based2020.0886.9
VABDFeature=F+OF, Task=2, Training Level=frame-level, FPS=65*2026.0486.6
AMMC-NetFeature=F+OF, Task=2, Training Level=frame-level2026.0486.6
MPED-RNN2022.0786.3
AnoPCNMethod Category=Hybrid Methods2020.0886.2
AnomalyNetMethod Category=Reconstruction Based2020.0886.1
Attention-PredictionMethod Category=Frame Prediction Based2020.0886
Conv-VRNNMethod Category=Frame Prediction Based2020.0885.8
GroupGANFeature=F, Task=2, Training Level=frame-level, FPS=702026.0485.5
Prediction&ReconstructionMethod Category=Hybrid Methods2020.0885.1
Liu et al.2019.0884.9
Frame-PredictionMethod Category=Frame Prediction Based2020.0884.9
U-Net2022.0784.9
Mem-AEMethod Category=Reconstruction Based2020.0883.3
Multi-timescale model (Ours)2019.0882.85
Multi-Timescale2022.0782.8
WTA-CAE + OCSVMMethod Category=Reconstruction Based2020.0882.1
TSC-rRNN2019.0881.71
SRNNMethod Category=Reconstruction Based2020.0881.7
TSC sRNN2022.0781.7
ST-CAEMethod Category=Hybrid Methods2020.0880.9
Ionescu et al.2019.0880.6
BiPOCO2022.0780.2
CAEMethod Category=Reconstruction Based2020.0880
R-VAEMethod Category=Reconstruction Based2020.0879.6
ConvLSTM-AEMethod Category=Reconstruction Based2020.0877
BiTraPmode=bbox only2022.0772
Conv-AE2019.0870.2
Conv-AE2022.0770.2
Stacked LSTMbaseline=true2022.0763.1