Action Unit Detection on DISFA
90F1 (Frame) AU1ME-GraphAU
Evaluation Results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ME-GraphAUBackbone=ResNet2022.05 | 90 | 88.5 | 94.2 | 92.5 | 91.5 | 95.9 | 99.1 | 91.2 | 92.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ME-GraphAUBackbone=Swin2022.05 | 88.6 | 89 | 92.3 | 91.5 | 92.7 | 95.1 | 98.5 | 89.4 | 92.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRERL2022.05 | 76.2 | 80.9 | 79.1 | 80.4 | 76.5 | 87.9 | 90.9 | 73.4 | 80.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SEV-Net2022.05 | 55.3 | 53.1 | 61.5 | 53.6 | 38.2 | 71.6 | 95.7 | 41.5 | 58.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ME-GraphAUBackbone=ResNet-502022.05 | 54.6 | 47.1 | 72.9 | 54 | 55.7 | 76.7 | 91.1 | 53 | 63.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRML2022.05 | 53.3 | 53.2 | 60 | 54.9 | 51.5 | 54.6 | 45.6 | 45.3 | 52.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ME-GraphAUBackbone=Swin Transformer-Base2022.05 | 52.5 | 45.7 | 76.1 | 51.8 | 46.5 | 76.1 | 92.9 | 57.6 | 62.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FAUDT2022.05 | 46.1 | 48.6 | 72.8 | 56.7 | 50 | 72.1 | 90.8 | 55.4 | 61.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SRERL2022.05 | 45.7 | 47.8 | 59.6 | 47.1 | 45.6 | 73.5 | 81.3 | 43.6 | 55.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ARL2022.05 | 43.9 | 42.1 | 63.6 | 41.8 | 40 | 76.2 | 95.2 | 66.8 | 58.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JAA-Net2018.03 | 43.7 | 46.2 | 56 | 41.4 | 44.7 | 69.6 | 88.3 | 58.4 | 56 | 93.4 | 96.1 | 86.9 | 91.4 | 95.8 | 91.2 | 93.4 | 93.2 | 92.7 | — | — | — | — | — | — | — | — | — | |
| JAA-Net2022.05 | 43.7 | 46.2 | 56 | 41.4 | 44.7 | 69.6 | 88.3 | 58.4 | 56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UGN-B2022.05 | 43.3 | 48.1 | 63.4 | 49.5 | 48.2 | 72.9 | 90.8 | 59 | 60 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EAC-Net2018.03 | 41.5 | 26.4 | 66.4 | 50.7 | 80.5 | 89.3 | 88.9 | 15.6 | 48.5 | 85.6 | 84.9 | 79.1 | 69.1 | 88.1 | 90 | 80.5 | 64.8 | 80.6 | — | — | — | — | — | — | — | — | — | |
| EAC-Net2022.05 | 41.5 | 26.4 | 66.4 | 50.7 | 80.5 | 89.3 | 88.9 | 15.6 | 48.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| HMP-PS2022.05 | 38 | 45.9 | 65.2 | 50.9 | 50.8 | 76 | 93.3 | 67.6 | 61 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| LP-Net2022.05 | 29.9 | 24.7 | 72.7 | 46.8 | 49.6 | 72.9 | 93.8 | 65 | 56.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DRML2018.03 | 17.3 | 17.7 | 37.4 | 29 | 10.7 | 37.7 | 38.5 | 20.1 | 26.7 | 53.3 | 53.2 | 60 | 54.9 | 51.5 | 54.6 | 45.6 | 45.3 | 52.3 | — | — | — | — | — | — | — | — | — | |
| DRML2022.05 | 17.3 | 17.7 | 37.4 | 29 | 10.7 | 37.7 | 38.5 | 20.1 | 26.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| APL2018.03 | 11.4 | 12 | 30.1 | 12.4 | 10.1 | 65.9 | 21.4 | 26.9 | 23.8 | 32.7 | 27.8 | 37.9 | 13.6 | 64.4 | 94.2 | 50.4 | 47.1 | 46 | — | — | — | — | — | — | — | — | — | |
| LSVM2018.03 | 10.8 | 10 | 21.8 | 15.7 | 11.5 | 70.4 | 12 | 22.1 | 21.8 | 21.6 | 15.8 | 17.2 | 8.7 | 15 | 93.8 | 3.4 | 20.1 | 27.5 | — | — | — | — | — | — | — | — | — | |
| AU-TTTBackbone=ViT-S/162026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.4 | |
| AUFormerBackbone=ViT-B/162026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 66.4 | |
| CausalAffectBackbone=ResNet-502026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.1 | 63.2 | 77.6 | 64.1 | 74 | 69.3 | 83.7 | 68.7 | 71.1 | |
| CLEFBackbone=CLIP-ViT-B/162026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.3 | 61.8 | 68.4 | 49 | 55.2 | 72.9 | 89.9 | 57 | 64.8 | |
| FLCMBackbone=ResNet-502026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 59.3 | 62.1 | 73.7 | 55.3 | 56.3 | 79.1 | 93.9 | 62.4 | 67.8 | |
| FMAEBackbone=ViT-L/162026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.7 | 59.5 | 67.3 | 55.6 | 61.8 | 77.9 | 95 | 69.8 | 68.7 | |
| FMAE-IATBackbone=ViT-L/162026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.7 | 61.3 | 70.8 | 58.1 | 59.4 | 79.9 | 95.2 | 71.3 | 70.1 | |
| HiVABackbone=Swin-B2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.6 | 58.4 | 75.4 | 51 | 61.2 | 74.8 | 93.9 | 63.8 | 67.4 | |
| KSBackbone=ResNet-182026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 53.8 | 59.9 | 69.2 | 54.2 | 50.8 | 75.8 | 92.2 | 46.8 | 62.8 | |
| KSRLBackbone=ResNet-502026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.4 | 59.2 | 67.5 | 52.7 | 51.5 | 76.1 | 71.3 | 57.7 | 64.5 | |
| MAE-FaceBackbone=ViT-B/162026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.4 | 59.4 | 76.5 | 58.4 | 56.7 | 78.5 | 96.6 | 71.7 | 70.8 | |
| MDHRBackbone=Swin-B2026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 65.4 | 60.2 | 75.2 | 50.2 | 52.4 | 74.3 | 93.7 | 58.2 | 66.2 | |
| SSMBackbone=CLIP-ViT-B/162026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.6 | 74.6 | 73.9 | 56.1 | 57.6 | 79.4 | 95.6 | 69.8 | 71.9 | |
| STLBackbone=CLIP-ViT-B/162026.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.4 | 70.9 | 69.8 | 57.1 | 56 | 77.3 | 95.8 | 68.7 | 69.6 |