Temporal Action Localization on THUMOS 2014
82.8mAP@0.30TemporalMaxer
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TemporalMaxerType=Single-Stage, Feature=I3D [7]2023.03 | 82.8 | — | — | 78.9 | 71.8 | 60.5 | 44.7 | — | — | 67.7 | 50 | |
| ActionFormer + GAPType=Single-Stage, Feature=I3D [7]2023.03 | 82.3 | — | — | — | 71.4 | — | 44.2 | — | — | 66.9 | — | |
| ActionFormerSupervision=Strong, Feature=I3D2022.12 | 82.1 | — | — | 77.8 | 71 | 59.4 | 43.9 | — | 66.8 | — | — | |
| ActionFormerType=Single-Stage, Feature=I3D [7]2023.03 | 82.1 | — | — | 77.8 | 71 | 59.4 | 43.9 | — | — | 66.8 | 80 | |
| AMNetType=Single-Stage, Feature=I3D [7]2023.03 | 76.7 | — | — | 73.1 | 66.8 | 57.2 | 42.7 | — | — | 63.3 | — | |
| GLFormerType=Single-Stage, Feature=I3D [7]2023.03 | 75.9 | — | — | 72.6 | 67.2 | 57.2 | 41.8 | — | — | 62.9 | — | |
| TadTRType=Single-Stage, Feature=I3D [7]2023.03 | 74.8 | — | — | 69.1 | 60.1 | 46.6 | 32.8 | — | — | 56.7 | 195 | |
| DisentangleType=Two-Stage, Feature=I3D [7]2023.03 | 72.1 | — | — | 65.9 | 57 | 44.2 | 28.5 | — | — | 53.5 | — | |
| HTNetType=Single-Stage, Feature=I3D [7]2023.03 | 71.2 | — | — | 67.2 | 61.5 | 51 | 39.3 | — | — | 58 | — | |
| RCLSupervision=Strong, Feature=I3D2022.12 | 70.1 | — | — | 62.3 | 52.9 | 42.7 | 30.7 | — | 51.7 | — | — | |
| SACType=Two-Stage, Feature=I3D [7]2023.03 | 69.3 | — | — | 64.8 | 57.6 | 47 | 31.5 | — | — | 54 | — | |
| P-GCN + TSPType=Two-Stage, Feature=R(2+1)1 D [50]2023.03 | 69.1 | — | — | 63.3 | 53.5 | 40.4 | 26 | — | — | 50.5 | — | |
| MUSESType=Two-Stage, Feature=I3D [7]2023.03 | 68.9 | — | — | 64 | 56.9 | 46.3 | 31 | — | — | 53.4 | 2,101 | |
| TAGSType=Single-Stage, Feature=I3D [7]2023.03 | 68.6 | — | — | 63.8 | 57 | 46.3 | 31.8 | — | — | 52.8 | — | |
| ContextLocType=Two-Stage, Feature=I3D [7]2023.03 | 68.3 | — | — | 63.8 | 54.3 | 41.8 | 26.2 | — | — | 50.9 | — | |
| RTD-NetType=Two-Stage, Feature=I3D [7]2023.03 | 68.3 | — | — | 62.3 | 51.9 | 38.8 | 23.7 | — | — | 49 | — | |
| AFSDType=Single-Stage, Feature=I3D [7]2023.03 | 67.3 | — | — | 62.4 | 55.5 | 43.7 | 31.1 | — | — | 52 | 3,245 | |
| VSGNType=Two-Stage, Feature=TSN [52]2023.03 | 66.7 | — | — | 60.4 | 52.4 | 41 | 30.4 | — | — | 50.2 | — | |
| GCMSupervision=Strong, Feature=I3D2022.12 | 66.5 | 72.5 | 70.9 | 60.8 | 51.9 | — | — | 64.5 | — | — | — | |
| BMN-CSAType=Two-Stage, Feature=TSN [52]2023.03 | 64.4 | — | — | 58 | 49.2 | 38.2 | 27.8 | — | — | 47.7 | — | |
| P-GCNType=Two-Stage, Feature=I3D [7]2023.03 | 63.6 | — | — | 57.8 | 49.1 | — | — | — | — | — | 7,298 | |
| distillation-collaboration frameworkSupervision=Weak, Feature=I3D + CLIP2022.12 | 61.5 | 73.5 | 68.8 | 53.8 | 42 | 29.4 | 16.8 | 60 | 40.8 | — | — | |
| TSA-NetType=Two-Stage, Feature=P3D [41]2023.03 | 61.2 | — | — | 55.9 | 46.9 | 36.1 | 25.2 | — | — | 45.1 | — | |
| TCANetType=Two-Stage, Feature=TSN [52]2023.03 | 60.6 | — | — | 53.2 | 44.6 | 36.8 | 26.7 | — | — | 44.3 | — | |
| BSN++Supervision=Full action label2021.04 | 59.9 | — | — | 49.5 | 41.3 | 31.9 | 22.8 | — | 41.1 | — | — | |
| A2NetType=Single-Stage, Feature=I3D [7]2023.03 | 58.6 | — | — | 54.1 | 45.5 | 32.5 | 17.2 | — | — | 41.6 | 1,554 | |
| A2NetSupervision=Strong, Training=-2021.04 | 58.6 | 61.1 | 60.2 | 54.1 | 45.5 | 32.5 | 17.2 | 55.9 | 41.6 | — | — | |
| PBRNetType=Single-Stage, Feature=I3D [7]2023.03 | 58.5 | — | — | 54.6 | 51.3 | 41.8 | 29.5 | — | — | — | — | |
| DBGType=Two-Stage, Feature=TSN [52]2023.03 | 57.8 | — | — | 49.4 | 39.8 | 30.2 | 21.7 | — | — | 39.8 | — | |
| GTANType=Single-Stage, Feature=P3D [41]2023.03 | 57.8 | — | — | 47.2 | 38.8 | — | — | — | — | — | — | |
| ASM-LocSupervision=Weak, Feature=I3D2022.12 | 57.1 | 71.2 | 65.5 | 46.8 | 36.6 | 25.2 | 13.4 | 55.4 | 35.8 | — | — | |
| BC-GNNType=Two-Stage, Feature=TSN [52]2023.03 | 57.1 | — | — | 49.1 | 40.4 | 31.2 | 23.1 | — | — | 40.2 | — | |
| DELUSupervision=Weak, Feature=I3D2022.12 | 56.5 | 71.5 | 66.2 | 47.7 | 40.5 | 27.2 | 15.3 | 56.5 | 37.4 | — | — | |
| BMNSupervision=Full action label2021.04 | 56 | — | — | 47.4 | 38.8 | 29.7 | 20.5 | — | 38.5 | — | — | |
| BMNType=Two-Stage, Feature=TSN [52]2023.03 | 56 | — | — | 47.4 | 38.8 | 29.7 | 20.5 | — | — | 38.5 | 483 | |
| DCCSupervision=Weak, Feature=I3D2022.12 | 55.9 | 69 | 63.8 | 45.9 | 35.7 | 24.3 | 13.7 | 54.1 | 35.1 | — | — | |
| RSKPSupervision=Weak, Feature=I3D2022.12 | 55.8 | 71.3 | 65.3 | 47.5 | 38.2 | 25.4 | 12.5 | 55.6 | 35.9 | — | — | |
| FTCLSupervision=Weak, Feature=I3D2022.12 | 55.2 | 69.6 | 63.4 | 45.2 | 35.6 | 23.7 | 12.2 | 53.8 | 34.4 | — | — | |
| DELUSupervision=Weak, Feature=I3D + CLIP, Fusion=concatenating2022.12 | 55.2 | 70.5 | 64.5 | 45.7 | 38.5 | 25.7 | 13.8 | 54.9 | 35.8 | — | — | |
| ACM-NetSupervision=Weak video label2021.04 | 55 | 68.9 | 62.7 | 44.6 | 34.6 | 21.8 | 10.8 | 53.2 | 33.4 | 42.6 | — | |
| G-TADSupervision=Full action label, Post-processing=false2021.04 | 54.5 | 66.1 | 64.2 | 47.6 | 40.2 | 30.8 | 23.4 | 54.5 | 39.3 | 46.7 | — | |
| CO2-NetSupervision=Weak, Feature=I3D2022.12 | 54.5 | 70.1 | 63.6 | 45.7 | 38.3 | 26.4 | 13.4 | 54.4 | 35.7 | — | — | |
| G-TADType=Two-Stage, Feature=TSN [52]2023.03 | 54.5 | — | — | 47.6 | 40.3 | 30.8 | 23.4 | — | — | 39.3 | 4,440 | |
| BUMRSupervision=Strong, Feature=I3D2022.12 | 53.9 | — | — | 50.7 | 45.4 | 38 | 28.5 | — | 43.3 | — | — | |
| TAL-MRType=Two-Stage, Feature=I3D [7]2023.03 | 53.9 | — | — | 50.7 | 45.4 | 38 | 28.5 | — | — | 43.3 | — | |
| BUMRSupervision=Strong, Training=-2021.04 | 53.9 | 58.2 | 56.8 | 50.7 | 45.4 | 38 | 28.5 | 53 | 43.3 | — | — | |
| BSNSupervision=Full action label2021.04 | 53.5 | — | — | 45 | 36.9 | 28.4 | 20 | — | 36.8 | — | — | |
| TS-PCASupervision=Weak, Feature=I3D2022.12 | 53.4 | 67.6 | 61.1 | 43.4 | 34.3 | 24.7 | 13.7 | 52 | 33.9 | — | — | |
| SF-NetSupervision=Weak action label2021.04 | 53.2 | 71 | 63.4 | 40.7 | 29.3 | 18.4 | 9.6 | 51.5 | 30.2 | 40.8 | — | |
| TAL-NetSupervision=Strong, Training=-2021.04 | 53.2 | 59.8 | 57.1 | 48.5 | 42.8 | 33.8 | 20.8 | 52.3 | 41.3 | — | — | |
| ACGNetSupervision=Weak, Feature=I3D2022.12 | 53.1 | 68.1 | 62.6 | 44.6 | 34.7 | 22.6 | 12 | 52.6 | 33.4 | — | — | |
| AMSSupervision=Weak Video-level, Training=Multiple2021.04 | 52.7 | 69.1 | 62.3 | 42.8 | 33.1 | 23.1 | 13 | 52 | 32.4 | — | — | |
| DELUSupervision=Weak, Feature=I3D + CLIP, Fusion=averaging2022.12 | 52.1 | 68.5 | 61.2 | 43.1 | 35 | 23.1 | 12.7 | 52 | 33.2 | — | — | |
| SSNSupervision=Full action label2021.04 | 51.9 | 66 | 59.4 | 41 | 29.8 | — | — | 49.6 | — | — | — | |
| SSNSupervision=Strong, Training=-2021.04 | 51.9 | 66 | 59.4 | 41 | 29.8 | 19.6 | 10.7 | 49.6 | 30.6 | — | — | |
| CO2-NetSupervision=Weak, Feature=I3D + CLIP, Fusion=concatenating2022.12 | 51.7 | 68.8 | 62 | 42.2 | 35.4 | 22.3 | 11.7 | 51.9 | 32.7 | — | — | |
| COLASupervision=Weak video label2021.04 | 51.5 | 66.2 | 59.5 | 41.9 | 32.2 | 22 | 13.1 | 50.3 | 32.1 | 40.9 | — | |
| ACSNetSupervision=Weak video label2021.04 | 51.4 | — | — | 42.7 | 32.4 | 22 | 11.7 | — | 32 | — | — | |
| CO2-NetSupervision=Weak, Feature=I3D + CLIP, Fusion=averaging2022.12 | 50.7 | 66.5 | 59.4 | 41.7 | 34.2 | 22.4 | 12 | 50.5 | 32.2 | — | — | |
| DBSSupervision=Strong, Feature=I3D2022.12 | 50.6 | 56.7 | 54.7 | 43.1 | 34.3 | 24.4 | 14.7 | 47.9 | 33.4 | — | — | |
| HAM-NetSupervision=Weak, Feature=I3D2022.12 | 50.3 | 65.4 | 59 | 41.1 | 31 | 20.7 | 11.4 | 49.4 | 30.9 | — | — | |
| ASSGSupervision=Weak Video-level, Training=Single2021.04 | 49.5 | 65.6 | 59.4 | 38.7 | 25.4 | 15 | 6.6 | 47.7 | 27 | — | — | |
| BMSupervision=Weak Video-level, Training=Single2021.04 | 49.1 | 64.2 | 59.5 | 38.4 | 27.5 | 17.3 | 8.6 | 47.7 | 28.2 | — | — | |
| UMSupervision=Weak, Feature=I3D2022.12 | 49 | 63 | 56.6 | 40.9 | 30.4 | 21 | 10.4 | 48 | 30.3 | — | — | |
| STARNSupervision=Weak Count-level, Training=-2021.04 | 48.7 | 68.8 | 60 | 34.7 | 23 | 11.7 | 6.2 | 47 | 24.9 | — | — | |
| A2CL-PTSupervision=Weak video label2021.04 | 48.1 | 61.2 | 56.1 | 39 | 30.1 | 19.2 | 10.6 | 46.9 | 29.4 | 37.8 | — | |
| A2CL-PTSupervision=Weak Video-level, Training=Single2021.04 | 48.1 | 61.2 | 56.1 | 39 | 30.1 | 19.2 | 10.6 | 50.7 | 29.4 | — | — | |
| TSCNSupervision=Weak Video-level, Training=Multiple2021.04 | 47.8 | 63.4 | 57.6 | 37.7 | 28.7 | 19.4 | 10.2 | 47 | 28.8 | — | — | |
| DGAMSupervision=Weak video label2021.04 | 46.8 | 60 | 54.2 | 38.2 | 28.8 | 19.8 | 11.4 | 45.6 | 29 | 37 | — | |
| EM-MILSupervision=Weak video label2021.04 | 45.5 | 59.1 | 52.7 | 36.8 | 30.5 | 22.7 | 16.4 | 45 | 30.4 | 37.7 | — | |
| EM-MLSupervision=Weak Video-level, Training=Multiple2021.04 | 45.5 | 59.1 | 52.7 | 36.8 | 30.5 | 22.7 | 16.4 | 44.9 | 30.4 | — | — | |
| DGAMSupervision=Weak Video-level, Training=Single2021.04 | 44.8 | 60 | 54.2 | 38.2 | 28.8 | 19.8 | 11.4 | 45.2 | 28.6 | — | — | |
| BasNetSupervision=Weak video label2021.04 | 44.6 | 58.2 | 52.3 | 36 | 27 | 18.6 | 10.4 | 43.6 | 27.3 | 35.3 | — | |
| BaSNetSupervision=Weak Video-level, Training=Single2021.04 | 44.6 | 58.2 | 52.3 | 36 | 27 | 18.6 | 10.4 | 43.6 | 27.3 | — | — | |
| 3C-NetSupervision=Weak Count-level, Training=-2021.04 | 44.2 | 59.1 | 53.5 | 34.1 | 26.6 | 16.7 | 8.1 | 43.5 | 25.9 | — | — | |
| TURNSupervision=Strong, Training=-2021.04 | 44.1 | 54 | 50.9 | 34.9 | 25.6 | 14.6 | 7.7 | 44.8 | 25.4 | — | — | |
| CMCSSupervision=Weak Video-level, Training=Single2021.04 | 41.2 | 57.4 | 50.8 | 32.1 | 23.1 | 15 | 7 | 40.9 | 23.7 | — | — | |
| MAANSupervision=Weak video label2021.04 | 41.1 | 59.8 | 50.8 | 30.6 | 20.3 | 12 | 6.9 | 40.5 | 22.2 | 31.6 | — | |
| W-TALCSupervision=Weak video label2021.04 | 40.1 | 55.2 | 49.6 | 31.1 | 22.8 | 7.6 | — | 39.8 | — | — | — | |
| WTALCSupervision=Weak Video-level, Training=Single2021.04 | 40.1 | 55.2 | 49.6 | 31.1 | 22.8 | 14.8 | 7.6 | 39.8 | 23.3 | — | — | |
| TSMSupervision=Weak video label2021.04 | 39.5 | — | — | 24.5 | — | — | 7.1 | — | — | — | — | |
| IWO-NetSupervision=Weak video label2021.04 | 38.9 | 57.6 | 48.9 | 29.3 | 20.5 | — | — | 39 | — | — | — | |
| WOSupervision=Weak Video-level, Training=Single2021.04 | 38.9 | 57.6 | 48.9 | 29.3 | 20.5 | — | — | 39 | — | — | — | |
| CleannetSupervision=Weak Video-level, Training=Single2021.04 | 37 | — | — | 30.9 | 23.9 | 13.9 | 7.1 | — | 22.6 | — | — | |
| SCNNSupervision=Strong, Training=-2021.04 | 36.3 | 47.7 | 43.5 | 28.7 | 19 | 10.3 | 5.3 | 35 | 19.9 | — | — | |
| AutoLocSupervision=Weak video label2021.04 | 35.8 | — | — | 29 | 21.2 | 13.4 | 5.8 | — | 21 | — | — | |
| AutolocSupervision=Weak Video-level, Training=Single2021.04 | 35.8 | — | — | 29 | 21.2 | 13.4 | 5.8 | — | 21 | — | — | |
| STPNSupervision=Weak video label2021.04 | 35.5 | 52 | 44.7 | 25.8 | 16.9 | 9.9 | 4.3 | 35 | 18.5 | 26.4 | — | |
| RefineLocSupervision=Weak Video-level, Training=Multiple2021.04 | 33.9 | — | — | — | 22.1 | — | 6.1 | — | — | — | — | |
| CPMNSupervision=Weak Video-level, Training=Single2021.04 | 32.8 | 47.1 | 41.6 | 24.7 | 16.1 | 10.1 | 5.5 | 32.5 | 17.8 | — | — | |
| STPNSupervision=Weak Video-level, Training=Single2021.04 | 31.1 | 45.3 | 38.8 | 23.5 | 16.2 | 9.8 | 5.1 | 31 | 17.1 | — | — | |
| UntrimmedNetSupervision=Weak video label2021.04 | 28.2 | 44.4 | 37.7 | 21.2 | 13.7 | — | — | — | 29 | — | — | |
| Hide-and-SeekSupervision=Weak video label2021.04 | 19.5 | 36.4 | 27.8 | 12.7 | 6.8 | — | — | — | 20.6 | — | — |