Temporal Action Localization on THUMOS14 v1.0 (test)
74.3mAP @ IoU 0.3HR-Pro
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| HR-ProSupervision=Point-level (Weak)2023.08 | 74.3 | 85.6 | 52.2 | 24.8 | 71.6 | 60.3 | 81.6 | 64.3 | 39.8 | 51.1 | |
| AFSDSupervision=Frame-level (Full)2023.08 | 67.3 | — | 55.5 | 31.1 | — | — | — | 62.4 | 43.7 | 52 | |
| CRRC-NetSupervision=Point-level (Weak)2023.08 | 67.1 | 77.8 | 46.6 | 19.8 | 64.6 | 53.8 | 73.5 | 57.9 | 33.7 | 45.1 | |
| LACPSupervision=Point-level (Weak)2023.08 | 64.6 | 75.7 | 45.3 | 21.8 | 62.7 | 52.8 | 71.4 | 56.5 | 34.5 | 44.5 | |
| P-GCNSupervision=Frame-level (Full)2023.08 | 63.6 | 69.5 | 49.1 | — | 61.6 | — | 67.8 | 57.8 | — | — | |
| Zhou et al.Supervision=Video-level (Weak)2023.08 | 60.7 | 74 | 42.7 | 13.1 | 59.7 | 48.3 | 69.4 | 51.8 | 26.2 | 38.9 | |
| TCANetSupervision=Frame-level (Full)2023.08 | 60.6 | — | 44.6 | 26.7 | — | — | — | 53.2 | 36.8 | 44.3 | |
| CASEMACs (G)=1.6, Params (M)=2.132023.12 | 59.2 | 72.3 | 37.7 | 13.7 | 57.1 | 46.2 | — | — | — | — | |
| Ju et al.Supervision=Point-level (Weak)2023.08 | 58.2 | 72.3 | 35.9 | 12.8 | 55.6 | 44.9 | 64.7 | 47.1 | 23 | 35.4 | |
| ASM-LocMACs (G)=13.77, Params (M)=46.212023.12 | 57.1 | 71.2 | 36.6 | 13.4 | 55.4 | 45.1 | — | — | — | — | |
| DELUMACs (G)=20.88, Params (M)=34.132023.12 | 56.5 | 71.5 | 40.5 | 15.5 | 56.5 | 46.4 | — | — | — | — | |
| DELUSupervision=Video-level (Weak)2023.08 | 56.5 | 71.5 | 40.5 | 15.3 | 56.5 | 46.4 | 66.2 | 47.7 | 27.2 | 37.4 | |
| Li et al.Supervision=Video-level (Weak)2023.08 | 56.2 | — | 39.3 | 15.2 | — | — | — | 47.8 | 27.5 | 37.2 | |
| RSKPMACs (G)=6.9, Params (M)=4.22023.12 | 55.8 | 71.3 | 38.2 | 12.5 | 55.6 | 45.1 | — | — | — | — | |
| RSKPSupervision=Video-level (Weak)2023.08 | 55.8 | 71.3 | 38.2 | 12.5 | 55.6 | 45.1 | 65.3 | 47.5 | 25.4 | 35.9 | |
| UGCT2023.12 | 55.5 | 69.1 | 35.9 | 11.4 | 54 | 43.6 | — | — | — | — | |
| UGCTSupervision=Video-level (Weak)2023.08 | 55.5 | 69.2 | 35.9 | 11.4 | 54 | 43.6 | 62.9 | 46.5 | 23.8 | 34.6 | |
| FTCLMACs (G)=9.45, Params (M)=14.732023.12 | 55.2 | 69.6 | 35.6 | 12.2 | 53.8 | 43.6 | — | — | — | — | |
| ACM-NetMACs (G)=9.48, Params (M)=12.632023.12 | 55 | 68.9 | 34.6 | 10.8 | 53.2 | 42.6 | — | — | — | — | |
| CO2-NetMACs (G)=20.88, Params (M)=34.132023.12 | 54.5 | 70.1 | 38.3 | 13.4 | 54.4 | 44.6 | — | — | — | — | |
| TS-PCASupervision=Video-level (Weak)2023.08 | 53.4 | 67.6 | 34.3 | 13.7 | 52 | 42.6 | 61.1 | 43.4 | 24.7 | 33.9 | |
| ACG-NetSupervision=Video-level (Weak)2023.08 | 53.1 | 68.1 | 34.7 | 12 | 52.6 | 42.5 | 62.6 | 44.6 | 22.6 | 33.4 | |
| SF-NetSupervision=Point-level (Weak)2023.08 | 52.8 | 68.3 | 30.5 | 12 | 51.2 | 41.2 | 62.3 | 42.2 | 20.6 | 31.6 | |
| FAC-NetSupervision=Video-level (Weak)2023.08 | 52.6 | 67.6 | 33.4 | 12.7 | 52 | 42.2 | 62.1 | 44.3 | 22.5 | 33.1 | |
| CoLAMACs (G)=9.47, Params (M)=12.622023.12 | 51.5 | 66.2 | 32.2 | 13.1 | 50.3 | 40.9 | — | — | — | — | |
| COLASupervision=Video-level (Weak)2023.08 | 51.5 | 66.2 | 32.2 | 13.1 | 50.3 | 40.9 | 59.5 | 41.9 | 22 | 32.1 | |
| TSCN2023.12 | 47.8 | 63.4 | 28.7 | 10.2 | 47 | 37.8 | — | — | — | — | |
| BaS-NetMACs (G)=38.6, Params (M)=26.262023.12 | 44.6 | 58.2 | 27 | 10.4 | 43.6 | 35.3 | — | — | — | — | |
| W-TALC2023.12 | 40.1 | 55.2 | 22.8 | 7.6 | 39.8 | — | — | — | — | — |