Action Unit Detection on BP4D
69.3Average F1 ScoreNorface
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Norface2024.07 | 69.3 | 60.9 | 55.3 | 67.4 | 79.7 | 79.9 | 87.5 | 90.7 | 69.8 | 58.1 | 66.2 | 61.8 | 53.7 | |
| FMAE-IATMode=ours2024.07 | 67.1 | 62.7 | 51.9 | 62.7 | 79.8 | 80.1 | 84.8 | 89.9 | 64.6 | 54.9 | 65.4 | 53.1 | 54.7 | |
| MDHRVenue=CVPR'242024.07 | 66.6 | 58.3 | 50.9 | 58.9 | 78.4 | 80.3 | 84.9 | 88.2 | 69.5 | 56 | 65.5 | 49.5 | 59.3 | |
| FMAEMode=ours2024.07 | 66.6 | 59.2 | 50 | 62.7 | 80 | 79.2 | 84.7 | 89.8 | 63.5 | 52.8 | 65.1 | 55.3 | 56.9 | |
| HiVAvisual backbone=Swin Transformer Base, semantic encoder=bert-large-uncased2026.02 | 66.5 | 54.3 | 49.7 | 63.3 | 79.3 | 79.8 | 84.5 | 88.8 | 68.5 | 57 | 62.6 | 53.1 | 56.8 | |
| AUFormerVenue=ECCV'242024.07 | 66.2 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MDHR2026.02 | 66.1 | 54.6 | 49.7 | 61 | 79.9 | 79.4 | 85.4 | 88.5 | 67.8 | 56.8 | 63.2 | 50.9 | 55.4 | |
| MCMVenue=WACV'242024.07 | 66 | 54.4 | 48.5 | 60.6 | 79.1 | 77 | 84 | 89.1 | 61.7 | 59.3 | 64.7 | 53 | 60.5 | |
| CLEFVenue=ICCV'232024.07 | 65.9 | 55.8 | 46.8 | 63.3 | 79.5 | 77.6 | 83.6 | 87.8 | 67.3 | 55.2 | 63.5 | 53 | 57.8 | |
| CLEF2026.02 | 65.9 | 55.8 | 46.8 | 63.3 | 79.5 | 77.6 | 83.6 | 87.8 | 67.3 | 55.2 | 63.5 | 53 | 57.8 | |
| VL-FAU2026.02 | 65.8 | 56.3 | 49.9 | 62.6 | 79.5 | 80.1 | 82.6 | 88.6 | 66.8 | 51.3 | 63.5 | 51.3 | 57.1 | |
| GLEE-Net2024.07 | 65.7 | 60.6 | 44.4 | 61 | 80.6 | 78.7 | 85.4 | 88.1 | 64.9 | 53.7 | 65.1 | 47.7 | 55.9 | |
| ANFLVenue=IJCAI'222024.07 | 65.5 | 52.7 | 44.3 | 60.9 | 79.9 | 80.1 | 85.3 | 89.2 | 69.4 | 55.4 | 64.4 | 49.8 | 55.1 | |
| ME-GraphAU2026.02 | 65.5 | 52.7 | 44.3 | 60.9 | 79.9 | 80.1 | 85.3 | 89.2 | 69.4 | 55.4 | 64.4 | 49.8 | 55.1 | |
| AUNet2026.02 | 65 | 58 | 48.2 | 62.4 | 76.4 | 77.5 | 83.4 | 88.4 | 63.4 | 52 | 65.5 | 52.1 | 52.3 | |
| CaFNet2024.07 | 64.9 | 55.1 | 49.3 | 57.7 | 78.3 | 78.6 | 85.1 | 86.2 | 67.4 | 52 | 64.4 | 48.3 | 56.2 | |
| Chang et al.2024.07 | 64.5 | 53.3 | 47.4 | 56.2 | 79.4 | 80.7 | 85.1 | 89 | 67.4 | 55.9 | 61.9 | 48.5 | 54.9 | |
| KSRLVenue=CVPR'222024.07 | 64.5 | 53.3 | 47.4 | 56.2 | 79.4 | 80.7 | 85.1 | 89 | 67.4 | 55.9 | 61.9 | 48.5 | 49 | |
| PIAPVenue=ICCV'212024.07 | 64.4 | 55 | 50.3 | 51.2 | 80 | 79.7 | 84.7 | 90.1 | 65.6 | 51.4 | 63.8 | 50.5 | 50.9 | |
| CISNet2026.02 | 64.3 | 54.8 | 48.3 | 57.2 | 76.2 | 76.5 | 85.2 | 88.4 | 66.2 | 50.9 | 65 | 47.7 | 56.5 | |
| MHSA-FFN2024.07 | 64.2 | 51.7 | 49.3 | 61 | 77.8 | 79.5 | 82.9 | 86.3 | 67.6 | 51.9 | 63 | 43.7 | 56.3 | |
| FAUTVenue=CVPR'212024.07 | 64.2 | 51.7 | 49.3 | 61 | 77.8 | 79.5 | 82.9 | 86.3 | 67.6 | 51.9 | 63 | 43.7 | 56.3 | |
| Jacob et al.2026.02 | 64.2 | 51.7 | 49.3 | 61 | 77.8 | 79.5 | 82.9 | 86.3 | 67.6 | 51.9 | 63 | 43.7 | 56.3 | |
| PIAP2026.02 | 64.1 | 54.2 | 47.1 | 54 | 79 | 78.2 | 86.3 | 89.5 | 66.1 | 49.7 | 63.2 | 49.4 | 52 | |
| SEV-Net2024.07 | 63.9 | 58.2 | 50.4 | 58.3 | 81.9 | 73.9 | 79.5 | 87.5 | 61.6 | 52.6 | 62.2 | 44.6 | 47.6 | |
| SEV-NetVenue=CVPR'212024.07 | 63.9 | 58.2 | 50.4 | 58.3 | 81.9 | 73.9 | 87.8 | 87.5 | 61.6 | 52.6 | 62.2 | 44.6 | 47.6 | |
| SEV-Net2026.02 | 63.9 | 58.2 | 50.4 | 58.3 | 81.9 | 73.9 | 87.8 | 87.5 | 61.6 | 52.6 | 62.2 | 44.6 | 47.6 | |
| AAR2026.02 | 63.8 | 53.2 | 47.7 | 56.7 | 75.9 | 79.1 | 82.9 | 88.6 | 60.5 | 51.5 | 61.9 | 51 | 56.8 | |
| MGRR-Net2026.02 | 63.7 | 52.6 | 47.9 | 57.3 | — | 77.6 | 84.9 | 88.4 | 67.8 | 47.6 | 63.3 | 47.4 | 51.3 | |
| HMP-PS2024.07 | 63.4 | 53.1 | 46.1 | 56 | 76.5 | 76.9 | 82.1 | 86.4 | 64.8 | 51.5 | 63 | 49.9 | 54.5 | |
| HMP-PSVenue=CVPR'212024.07 | 63.4 | 53.1 | 46.1 | 56 | 76.5 | 76.9 | 82.1 | 86.4 | 64.8 | 51.5 | 63 | 49.9 | 54.5 | |
| UGN2026.02 | 63.3 | 54.2 | 46.4 | 56.8 | 76.2 | 76.7 | 82.4 | 86.1 | 64.7 | 51.2 | 63.1 | 48.5 | 53.6 | |
| JAA-Net2024.07 | 62.4 | 53.8 | 47.8 | 58.2 | 78.5 | 75.8 | 82.7 | 88.2 | 63.7 | 43.3 | 61.8 | 45.6 | 49.9 | |
| SRERL2026.02 | 62.1 | 46.9 | 45.3 | 55.6 | 77.1 | 78.4 | 83.5 | 87.6 | 63.9 | 52.2 | 63.9 | 47.1 | 53.3 | |
| ARL2026.02 | 61.1 | 45.8 | 39.8 | 55.1 | 75.7 | 77.2 | 82.3 | 86.6 | 58.8 | 47.6 | 62.1 | 47.4 | 55.4 | |
| LP-Net2024.07 | 61 | 43.4 | 38 | 54.2 | 77.1 | 76.7 | 83.8 | 87.2 | 63.3 | 45.3 | 60.5 | 48.1 | 54.2 | |
| SO-Net2026.02 | 60.8 | 40.2 | 46.2 | 56 | 79.3 | 73.5 | 84.2 | 90.8 | 64.7 | 55.9 | 61 | 37.4 | 40.2 | |
| TAE2026.02 | 60.3 | 47 | 45.9 | 50.9 | 74.7 | 72 | 82.4 | 85.6 | 62.3 | 48.1 | 62.3 | 45.9 | 46.3 | |
| JAA-Net2026.02 | 60 | 47.2 | 44 | 54.9 | 77.5 | 74.6 | 84 | 86.9 | 61.9 | 43.6 | 60.3 | 42.7 | 41.9 | |
| IdenNet2026.02 | 59.3 | 50.5 | 35.9 | 50.6 | 77.2 | 74.2 | 82.9 | 85.1 | 65.3 | 42.2 | 60.8 | 42.1 | 46.5 | |
| DSIN2026.02 | 58.9 | 51.7 | 40.4 | 56 | 76.1 | 73.5 | 79.9 | 85.4 | 62.7 | 37.3 | 62.9 | 38.8 | 41.6 | |
| EAC-Net2026.02 | 55.9 | 39 | 35.2 | 48.6 | 76.1 | 72.9 | 81.9 | 86.2 | 58.8 | 37.5 | 59.1 | 35.9 | 35.8 | |
| ATF2026.02 | 55.4 | 39.2 | 35.2 | 45.9 | 71.6 | 71.9 | 79 | 83.7 | 65.5 | 33.8 | 60 | 37.3 | 41.8 |