Online Action Detection on THUMOS14 (test)
73.2mAPCMeRT
Evaluation Results
| Method | Links | |
|---|---|---|
| CMeRT2025.03 | 73.2 | |
| JOAAD2025.03 | 72.6 | |
| GateHUBFeature Backbone (RGB)=TimeSformer, Feature Backbone (Optical Flow)=TSN2022.06 | 72.5 | |
| SSMPre-trained Features=Kinetics2025.10 | 72.1 | |
| CAKE-R50Model Head=37,300, Overall FPS (GPU)=23.8, Overall FPS (CPU)=×2026.03 | 72 | |
| SSMPre-trained Features=ActivityNet2025.10 | 71.8 | |
| MAT-rwtype=reweighting2025.03 | 71.7 | |
| MAT2025.03 | 71.6 | |
| MATPre-trained Features=Kinetics2025.10 | 71.6 | |
| MiniROADModel Head=37,300, Overall FPS (GPU)=23.8, Overall FPS (CPU)=×2026.03 | 71.4 | |
| Testra2025.03 | 71.2 | |
| TeSTraPre-trained Features=Kinetics2025.10 | 71.2 | |
| TeSTraOF Comp.=28.8, RGB Feat.=383, OF Feat.=219, Model Head=169, Overall FPS (GPU)=20.9, Overall FPS (CPU)=×2026.03 | 71.2 | |
| ADI-DiffPre-trained Features=Kinetics2025.10 | 70.8 | |
| GateHUBFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.06 | 70.7 | |
| 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)=8.12022.06 | 70.7 | |
| GateHub2025.03 | 70.7 | |
| GateHUBPre-trained Features=Kinetics2025.10 | 70.7 | |
| MATPre-trained Features=ActivityNet2025.10 | 70.4 | |
| LSTRFeature Backbone (RGB)=TimeSformer, Feature Backbone (Optical Flow)=TSN2022.06 | 69.6 | |
| LSTRPre-trained features=Kinetics2021.07 | 69.5 | |
| LSTRFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.06 | 69.5 | |
| 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)=8.12022.06 | 69.5 | |
| LSTR2025.03 | 69.5 | |
| LstrPre-trained Features=Kinetics2025.10 | 69.5 | |
| ContextDetPre-trained Features=Kinetics2025.10 | 69.5 | |
| LSTRModel Head=187, Overall FPS (GPU)=21.2, Overall FPS (CPU)=×2026.03 | 69.5 | |
| GateHUBPre-trained Features=ActivityNet2025.10 | 69.1 | |
| HCMPre-trained Features=Kinetics2025.10 | 68.7 | |
| TRNFeature Backbone (RGB)=TimeSformer, Feature Backbone (Optical Flow)=TSN2022.06 | 68.5 | |
| TeSTraPre-trained Features=ActivityNet2025.10 | 68.2 | |
| WOADPre-trained features=Kinetics2021.07 | 67.1 | |
| WOADFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.06 | 67.1 | |
| CAKE-X3DRGB Feat.=515, Model Head=37,300, Overall FPS (GPU)=>100, Overall FPS (CPU)=72.82026.03 | 67.1 | |
| ColarSetup=Online, Backbone=TSN-Kinetics2022.03 | 66.9 | |
| ColarPre-trained Features=Kinetics2025.10 | 66.9 | |
| 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=true2022.06 | 66.5 | |
| HCMPre-trained Features=ActivityNet2025.10 | 66.2 | |
| OadTRFeature Backbone (RGB)=TimeSformer, Feature Backbone (Optical Flow)=TSN2022.06 | 65.5 | |
| LstrPre-trained Features=ActivityNet2025.10 | 65.3 | |
| OadTRSetting=Online (TSN-Kinetics)2021.06 | 65.2 | |
| OadTRSetup=Online, Backbone=TSN-Kinetics2022.03 | 65.2 | |
| OadTRFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.06 | 65.2 | |
| 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)=8.12022.06 | 65.2 | |
| OadTRPre-trained Features=Kinetics2025.10 | 65.2 | |
| OadTRModel Head=145, Overall FPS (GPU)=20.5, Overall FPS (CPU)=×2026.03 | 65.2 | |
| LFB*Pre-trained features=Kinetics, Note=reproduced by the authors2021.07 | 64.8 | |
| PKDPre-trained features=Kinetics2021.07 | 64.5 | |
| PKDFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.06 | 64.5 | |
| 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=true2022.06 | 63.5 | |
| TRNPre-trained features=Kinetics2021.07 | 62.1 | |
| TRNFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.06 | 62.1 | |
| 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)=8.12022.06 | 62.1 | |
| TRNPre-trained Features=Kinetics2025.10 | 62.1 | |
| TRNModel Head=143, Overall FPS (GPU)=20.5, Overall FPS (CPU)=×2026.03 | 62.1 | |
| IDNSetting=Online (TSN-Kinetics)2021.06 | 60.3 | |
| IDNPre-trained features=Kinetics2021.07 | 60.3 | |
| IDUSetup=Online, Backbone=TSN-Kinetics2022.03 | 60.3 | |
| IDNFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.06 | 60.3 | |
| LSTRTraining=SBP (0.125), GPU Mem (#GPUs × GB)=8 x 72022.03 | 59.5 | |
| ColarSetup=Online, Backbone=TSN-Anet2022.03 | 59.4 | |
| ColarPre-trained Features=ActivityNet2025.10 | 59.4 | |
| LSTRTraining=E2E, GPU Mem (#GPUs × GB)=8 x 322022.03 | 59.2 | |
| LSTRTraining=SBP (0.25), GPU Mem (#GPUs × GB)=8 x 12.22022.03 | 59.1 | |
| FATSPre-trained features=Kinetics2021.07 | 59 | |
| FATSFeature Backbone (RGB)=TSN, Feature Backbone (Optical Flow)=TSN2022.06 | 59 | |
| ColarSetup=RGB end-to-end2022.03 | 58.6 | |
| OadTRSetting=Online (TSN-Anet)2021.06 | 58.3 | |
| OadTRSetup=Online, Backbone=TSN-Anet2022.03 | 58.3 | |
| OadTRPre-trained Features=ActivityNet2025.10 | 58.3 | |
| MAT-streamtype=streaming training2025.03 | 58.1 | |
| TRNTraining=SBP (0.125), GPU Mem (#GPUs × GB)=8 x 4.32022.03 | 56.9 | |
| TRNTraining=E2E, GPU Mem (#GPUs × GB)=8 x 14.62022.03 | 56.8 | |
| LSTRTraining=Feat. Extract., GPU Mem (#GPUs × GB)=1 x 52022.03 | 56.8 | |
| TRNTraining=SBP (0.25), GPU Mem (#GPUs × GB)=8 x 5.62022.03 | 56.7 | |
| TRNTraining=Feat. Extract., GPU Mem (#GPUs × GB)=1 x 122022.03 | 55.3 | |
| IDNSetting=Online (TSN-Anet)2021.06 | 50 | |
| IDUSetup=Online, Backbone=TSN-Anet2022.03 | 50 | |
| TRNSetting=Online (TSN-Anet)2021.06 | 47.2 | |
| TRNSetup=Online, Backbone=TSN-Anet2022.03 | 47.2 | |
| TRNPre-trained Features=ActivityNet2025.10 | 47.2 | |
| REDSetting=Offline2021.06 | 45.3 | |
| REDSetup=Online, Backbone=TSN-Anet2022.03 | 45.3 | |
| CDCSetting=Offline2021.06 | 44.4 | |
| CDCSetup=Offline2022.03 | 44.4 | |
| MultiLSTMSetting=Offline2021.06 | 41.3 | |
| MultiLSTMSetup=Offline2022.03 | 41.3 | |
| LRCNSetting=Offline2021.06 | 39.3 | |
| LRCNSetup=Offline2022.03 | 39.3 | |
| CNN [45]Setting=Offline2021.06 | 36.2 | |
| CNNSetup=Offline2022.03 | 36.2 | |
| CNN [46]Setting=Offline2021.06 | 34.7 | |
| CNNSetup=Offline2022.03 | 34.7 |