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ResearchFormerly WizWand

Video Anomaly Detection on CUHK Avenue (test)

0.923Frame-level AUCSIB-VAD
0.848120.867560.8870.90644Aug 16, 2021May 24, 2022Mar 2, 2023Dec 8, 2023Sep 15, 2024Jun 23, 2025Apr 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SIB-VADType=Pred, Processing Category=Object-centric2025.060.923——
VADMamba++Feature=F, Tasks=1, FPS=133*2026.040.919——
SIB-VADType=Pred, Processing Category=Frame-centric2025.060.916——
ADSMType=Likelihood, Processing Category=Object-centric2025.060.916——
VADMambaModel=SSM, Mode=Hybrid2025.030.91590—
VADMambaType=Hybrid, Processing Category=Frame-centric2025.060.915——
AED-SSMTLType=Multi-tasks, Processing Category=Object-centric2025.060.915——
VADMambaFeature=F+OF, Tasks=2, FPS=90*2026.040.915——
AED-MAEType=Patch recon, Processing Category=Frame-centric2025.060.913——
MA-PDMType=Pred, Processing Category=Frame-centric2025.060.913——
MA-PDM (FD)Feature=F+FD, Tasks=1, Patch-level training=true, FPS=452026.040.913——
AED-MAEFeature=F+SA, Tasks=22026.040.913——
HF2-VAD2021.080.911——
HF2-VADType=Hybrid, Processing Category=Object-centric2025.060.911——
HF2-VADFeature=F+OF, Tasks=2, Object-level training=true, FPS=15*2026.040.911——
A2D-GANModel=GAN, Mode=Single2025.030.91——
A2D-GANFeature=F, Tasks=12026.040.91——
A2D-GANMethod Category=Reconstruction-based (Recon.)2024.090.91——
MAAM-NetModel=CNN, Mode=Hybrid2025.030.90964—
MPTType=Multi-tasks, Processing Category=Object-centric2025.060.909——
MAAM-NetFeature=F+OF, Tasks=2, FPS=642026.040.909——
SLMFeature=F, Tasks=3, Object-level training=true2026.040.909——
MAAM-NetMethod Category=Reconstruction-based (Recon.)2024.090.909——
DSS-NetFeature=F, Tasks=12026.040.906——
TSMDCFeature=F, Tasks=32026.040.906——
VECModel=CNN, Mode=Single2025.030.902——
VEC2021.080.902——
HF2-VAD w/o FRflow reconstruction=removed2021.080.902——
VECType=Cloze test, Processing Category=Object-centric2025.060.902——
SSAEType=Pred, Processing Category=Object-centric2025.060.902——
SSAEFeature=F, Tasks=2, Object-level training=true, FPS=10*2026.040.902——
FPDMFeature=F, Tasks=2, FPS=82026.040.901——
USTN-DSCModel=ViT, Mode=Single2025.030.899——
DLAN-ACType=Recon, Processing Category=Frame-centric2025.060.899——
USTN-DSCType=VidRest, Processing Category=Frame-centric2025.060.899——
USTN-DSCFeature=F, Tasks=12026.040.899——
DLAN-ACMethod Category=Prediction-based (Pred.)2024.090.899——
USTN-DSCMethod Category=Prediction-based (Pred.)2024.090.899——
TMAEModel=ViT, Mode=Single2025.030.898——
STM-AEModel=CNN, Mode=Hybrid2025.030.89840—
DAST-NetFeature=F, Tasks=1, FPS=222026.040.898——
DAST-NetMethod Category=Reconstruction-based (Recon.)2024.090.898——
BiFIFeature=F+OF, Tasks=22026.040.897——
MoBA (Fore)Feature=F+FG, Tasks=1, FPS=68*2026.040.896——
VECMethod Category=Prediction-based (Pred.)2024.090.896——
BiSPFeature=F, Tasks=2, FPS=45*2026.040.895——
MSN-netModel=CNN, Mode=Single2025.030.89495—
MSN-netFeature=F, Tasks=1, FPS=952026.040.894——
MSN-netMethod Category=Prediction-based (Pred.)2024.090.894——
STNMambaFeature=F+FD, Tasks=1, FPS=402026.040.89——
DEDDnetMethod Category=Prediction-based (Pred.)2024.090.89——
SSAGANFeature=F, Tasks=2, FPS=402026.040.888——
MoBA (Flow)Feature=F+OF, Tasks=1, FPS=68*2026.040.887——
MA-PDM (OF)Feature=F+OF, Tasks=1, Patch-level training=true, FPS=252026.040.887——
Flow-basedMethod Category=Ours2024.090.887——
LLSHFeature=F, Tasks=2, FPS=25*2026.040.886——
MNADModel=CNN, Mode=Single2025.030.88578—
MNAD-P2021.080.885——
MNADFeature=F, Tasks=1, FPS=87*2026.040.885——
MNADMethod Category=Prediction-based (Pred.)2024.090.885——
STGCN-FFPModel=CNN, Mode=Single2025.030.884——
STGCN-FFPFeature=F+OF, Tasks=12026.040.884——
STGCN-FFPMethod Category=Prediction-based (Pred.)2024.090.884——
PDM-NetModel=CNN, Mode=Hybrid2025.030.881——
PDM-NetType=Pred, Processing Category=Frame-centric2025.060.881——
PDM-NetFeature=F, Tasks=22026.040.881——
PDM-NetMethod Category=Prediction-based (Pred.)2024.090.881——
FastAno+Feature=F, Tasks=1, FPS=1302026.040.878——
C2NetModel=GAN, Mode=Hybrid2025.030.875——
STEALFeature=F, Tasks=1, FPS=752026.040.875——
C2NetFeature=F, Tasks=22026.040.875——
C2NetMethod Category=Prediction-based (Pred.)2024.090.875——
VADMamba w/o FPModel=SSM, Mode=Single2025.030.873132—
VADMamba (FR)Feature=OF, Tasks=1, FPS=132*2026.040.873——
VADiffusionFeature=F, Tasks=2, FPS=22026.040.872——
MGAN-CLModel=GAN, Mode=Hybrid2025.030.87130—
MGAN-CLFeature=F, Tasks=2, FPS=302026.040.871——
PseudoBoundMethod Category=Reconstruction-based (Recon.)2024.090.871——
MGAN-CLMethod Category=Prediction-based (Pred.)2024.090.871——
AMC2021.080.869——
HF2-VAD w/o FPframe prediction=removed2021.080.868——
FBAEType=Pred, Processing Category=Object-centric2025.060.868——
VABDFeature=F+OF, Tasks=2, FPS=65*2026.040.866——
AMMC-NetFeature=F+OF, Tasks=22026.040.866——
AMMC-NetMethod Category=Prediction-based (Pred.)2024.090.866——
MESDnetFeature=F+FD, Tasks=12026.040.863——
VADCLModel=ViT, Mode=Single2025.030.862——
VADMamba w/o FRModel=SSM, Mode=Single2025.030.862151—
AnoPCNModel=CNN, Mode=Hybrid2025.030.86210—
AnoPCN2021.080.862——
VADMamba (FP)Feature=F, Tasks=1, FPS=151*2026.040.862——
STR-VADFeature=F, Tasks=1, FPS=602026.040.861——
STR-VADMethod Category=Prediction-based (Pred.)2024.090.861——
Conv-VRNN2021.080.858——
Fore-basedMethod Category=Ours2024.090.856—89.6
GroupGANModel=GAN, Mode=Hybrid2025.030.85570—
GroupGANFeature=F, Tasks=2, FPS=702026.040.855——
Frame-PredModel=CNN, Mode=Single2025.030.85125—
Frame-Pred.2021.080.851——
Frame-PredMethod Category=Prediction-based (Pred.)2024.090.851——