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ResearchFormerly WizWand

Online Action Detection on THUMOS14 (test)

73.2mAPCMeRT
33.1643.55553.9564.345Jun 21, 2021Apr 6, 2022Jan 21, 2023Nov 7, 2023Aug 22, 2024Jun 8, 2025Mar 25, 2026
Updated 7mo ago

Evaluation results

MethodLinks
CMeRT2025.0373.2
JOAAD2025.0372.6
GateHUBFeature Backbone (RGB)=TimeSformer, Feature Backbone (Optical Flow)=TSN2022.0672.5
SSMPre-trained Features=Kinetics2025.1072.1
CAKE-R50Model Head=37,300, Overall FPS (GPU)=23.8, Overall FPS (CPU)=×2026.0372
SSMPre-trained Features=ActivityNet2025.1071.8
MAT-rwtype=reweighting2025.0371.7
MAT2025.0371.6
MATPre-trained Features=Kinetics2025.1071.6
MiniROADModel Head=37,300, Overall FPS (GPU)=23.8, Overall FPS (CPU)=×2026.0371.4
Testra2025.0371.2
TeSTraPre-trained Features=Kinetics2025.1071.2
TeSTraOF Comp.=28.8, RGB Feat.=383, OF Feat.=219, Model Head=169, Overall FPS (GPU)=20.9, Overall FPS (CPU)=×2026.0371.2
ADI-DiffPre-trained Features=Kinetics2025.1070.8
GateHUBFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.0670.7
GateHUBParameter Count=45.2M, GFLOPS=6.98, Optical Flow Computation (FPS)=8.1, RGB Feature Extraction (FPS)=70.5, Flow Feature Extraction (FPS)=14.6, Model (FPS)=71.2, Overall (FPS)=8.12022.0670.7
GateHub2025.0370.7
GateHUBPre-trained Features=Kinetics2025.1070.7
MATPre-trained Features=ActivityNet2025.1070.4
LSTRFeature Backbone (RGB)=TimeSformer, Feature Backbone (Optical Flow)=TSN2022.0669.6
LSTRPre-trained features=Kinetics2021.0769.5
LSTRFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.0669.5
LSTRParameter Count=58.0M, GFLOPS=7.53, Optical Flow Computation (FPS)=8.1, RGB Feature Extraction (FPS)=70.5, Flow Feature Extraction (FPS)=14.6, Model (FPS)=91.6, Overall (FPS)=8.12022.0669.5
LSTR2025.0369.5
LstrPre-trained Features=Kinetics2025.1069.5
ContextDetPre-trained Features=Kinetics2025.1069.5
LSTRModel Head=187, Overall FPS (GPU)=21.2, Overall FPS (CPU)=×2026.0369.5
GateHUBPre-trained Features=ActivityNet2025.1069.1
HCMPre-trained Features=Kinetics2025.1068.7
TRNFeature Backbone (RGB)=TimeSformer, Feature Backbone (Optical Flow)=TSN2022.0668.5
TeSTraPre-trained Features=ActivityNet2025.1068.2
WOADPre-trained features=Kinetics2021.0767.1
WOADFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.0667.1
CAKE-X3DRGB Feat.=515, Model Head=37,300, Overall FPS (GPU)=>100, Overall FPS (CPU)=72.82026.0367.1
ColarSetup=Online, Backbone=TSN-Kinetics2022.0366.9
ColarPre-trained Features=Kinetics2025.1066.9
GateHUB (Flow-free)Parameter Count=41.8M, GFLOPS=3.47, RGB Feature Extraction (FPS)=22.7, Model (FPS)=83.3, Overall (FPS)=22.7, Flow-free=true2022.0666.5
HCMPre-trained Features=ActivityNet2025.1066.2
OadTRFeature Backbone (RGB)=TimeSformer, Feature Backbone (Optical Flow)=TSN2022.0665.5
LstrPre-trained Features=ActivityNet2025.1065.3
OadTRSetting=Online (TSN-Kinetics)2021.0665.2
OadTRSetup=Online, Backbone=TSN-Kinetics2022.0365.2
OadTRFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.0665.2
OadTRParameter Count=75.8M, GFLOPS=2.54, Optical Flow Computation (FPS)=8.1, RGB Feature Extraction (FPS)=70.5, Flow Feature Extraction (FPS)=14.6, Model (FPS)=110, Overall (FPS)=8.12022.0665.2
OadTRPre-trained Features=Kinetics2025.1065.2
OadTRModel Head=145, Overall FPS (GPU)=20.5, Overall FPS (CPU)=×2026.0365.2
LFB*Pre-trained features=Kinetics, Note=reproduced by the authors2021.0764.8
PKDPre-trained features=Kinetics2021.0764.5
PKDFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.0664.5
LSTR (Flow-free)Parameter Count=54.2M, GFLOPS=6.33, RGB Feature Extraction (FPS)=22.7, Model (FPS)=99.2, Overall (FPS)=22.7, Flow-free=true2022.0663.5
TRNPre-trained features=Kinetics2021.0762.1
TRNFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.0662.1
TRNParameter Count=402.9M, GFLOPS=1.46, Optical Flow Computation (FPS)=8.1, RGB Feature Extraction (FPS)=70.5, Flow Feature Extraction (FPS)=14.6, Model (FPS)=123.3, Overall (FPS)=8.12022.0662.1
TRNPre-trained Features=Kinetics2025.1062.1
TRNModel Head=143, Overall FPS (GPU)=20.5, Overall FPS (CPU)=×2026.0362.1
IDNSetting=Online (TSN-Kinetics)2021.0660.3
IDNPre-trained features=Kinetics2021.0760.3
IDUSetup=Online, Backbone=TSN-Kinetics2022.0360.3
IDNFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.0660.3
LSTRTraining=SBP (0.125), GPU Mem (#GPUs × GB)=8 x 72022.0359.5
ColarSetup=Online, Backbone=TSN-Anet2022.0359.4
ColarPre-trained Features=ActivityNet2025.1059.4
LSTRTraining=E2E, GPU Mem (#GPUs × GB)=8 x 322022.0359.2
LSTRTraining=SBP (0.25), GPU Mem (#GPUs × GB)=8 x 12.22022.0359.1
FATSPre-trained features=Kinetics2021.0759
FATSFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.0659
ColarSetup=RGB end-to-end2022.0358.6
OadTRSetting=Online (TSN-Anet)2021.0658.3
OadTRSetup=Online, Backbone=TSN-Anet2022.0358.3
OadTRPre-trained Features=ActivityNet2025.1058.3
MAT-streamtype=streaming training2025.0358.1
TRNTraining=SBP (0.125), GPU Mem (#GPUs × GB)=8 x 4.32022.0356.9
TRNTraining=E2E, GPU Mem (#GPUs × GB)=8 x 14.62022.0356.8
LSTRTraining=Feat. Extract., GPU Mem (#GPUs × GB)=1 x 52022.0356.8
TRNTraining=SBP (0.25), GPU Mem (#GPUs × GB)=8 x 5.62022.0356.7
TRNTraining=Feat. Extract., GPU Mem (#GPUs × GB)=1 x 122022.0355.3
IDNSetting=Online (TSN-Anet)2021.0650
IDUSetup=Online, Backbone=TSN-Anet2022.0350
TRNSetting=Online (TSN-Anet)2021.0647.2
TRNSetup=Online, Backbone=TSN-Anet2022.0347.2
TRNPre-trained Features=ActivityNet2025.1047.2
REDSetting=Offline2021.0645.3
REDSetup=Online, Backbone=TSN-Anet2022.0345.3
CDCSetting=Offline2021.0644.4
CDCSetup=Offline2022.0344.4
MultiLSTMSetting=Offline2021.0641.3
MultiLSTMSetup=Offline2022.0341.3
LRCNSetting=Offline2021.0639.3
LRCNSetup=Offline2022.0339.3
CNN [45]Setting=Offline2021.0636.2
CNNSetup=Offline2022.0336.2
CNN [46]Setting=Offline2021.0634.7
CNNSetup=Offline2022.0334.7