Facial Expression Recognition on RAF-DB (test)
95.05AccuracyPAtt-Lite
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PAtt-Lite# Params=1.10M2023.06 | 95.05 | — | — | — | |
| ResEmoteNet2024.09 | 94.76 | — | — | — | |
| QCSPre-trained=AffectNet-82024.11 | 93.02 | — | — | — | |
| Norface2024.07 | 92.97 | — | — | — | |
| S2D w/o TMAPre-trained on=AffectNet-82023.12 | 92.57 | — | — | — | |
| S2D2024.09 | 92.57 | — | — | — | |
| S2Dyear=2024, Pre-trained=AffectNet-82024.11 | 92.57 | — | — | — | |
| DCS2024.11 | 92.57 | — | — | — | |
| QCS2024.11 | 92.5 | — | — | — | |
| ARBEx# Params=-2023.06 | 92.47 | — | — | — | |
| ARBEx2024.09 | 92.47 | — | — | — | |
| GReFELVenue=Current Paper2024.10 | 92.47 | — | — | — | |
| POSTER++2023.01 | 92.21 | — | — | — | |
| POSTER++# Params=43.7M2023.06 | 92.21 | — | — | — | |
| S2D w/o TMA2023.12 | 92.21 | — | — | — | |
| POSTER++Venue='232024.10 | 92.21 | — | — | — | |
| POSTER++year=20232024.11 | 92.21 | — | — | — | |
| PF-ViT2023.12 | 92.07 | — | — | — | |
| PF-VITbackbone=ViT-B, pre-training data=AffectNet-270K, venue=TCSS'242022.07 | 92.07 | — | — | — | |
| POSTERYear=20222023.01 | 92.05 | — | — | — | |
| POSTER# Params=71.8M2023.06 | 92.05 | — | — | — | |
| POSTERVenue=IC-W'222024.10 | 92.05 | — | — | — | |
| POSTERyear=20232024.11 | 92.05 | — | — | — | |
| APViT# Params=65.2M2023.06 | 91.98 | — | — | — | |
| APViT2023.12 | 91.98 | — | — | — | |
| APVit2024.09 | 91.98 | — | — | — | |
| APVITyear=20222024.11 | 91.98 | — | — | — | |
| CLIPER2023.12 | 91.61 | — | — | — | |
| LA-Net2024.07 | 91.56 | — | — | — | |
| LA-NetVenue=ICCV'232024.10 | 91.56 | — | — | — | |
| DDAMFN# Params=4.11M2023.06 | 91.35 | — | — | — | |
| Facial Chirality# Params=46.2M2023.06 | 91.2 | — | — | — | |
| MAE-VITbackbone=ViT-B, pre-training data=AffectNet-270K, venue=TCSS'242022.07 | 91.07 | — | — | — | |
| ExpLLMYear=ours2024.09 | 91.03 | — | — | — | |
| TransFERYear=20212023.01 | 90.91 | — | — | — | |
| TransFER2024.07 | 90.91 | — | — | — | |
| TransFER# Params=65.2M2023.06 | 90.91 | — | — | — | |
| TransFER2023.12 | 90.91 | — | — | — | |
| TransFERbackbone=Hybrid ViT, pre-training data=MS-Celeb-1M, venue=ICCV'212022.07 | 90.91 | — | — | — | |
| Tr.FERVenue=ICCV'212024.10 | 90.91 | — | — | — | |
| TransFERyear=20212024.11 | 90.91 | — | — | — | |
| TAN2023.12 | 90.87 | — | — | — | |
| TANyear=20232024.11 | 90.87 | — | — | — | |
| FG-AGRbackbone=Hybrid ViT, pre-training data=MS-Celeb-1M, venue=TCSVT'232022.07 | 90.81 | — | — | — | |
| FRA (EAC)Text supervision=false, Evaluation protocol=EAC2024.03 | 90.76 | — | — | — | |
| FRAYear=CVPR'242024.09 | 90.76 | — | — | — | |
| MTACbackbone=Swin-S [58], pre-training data=ImageNet1K, venue=TMM'242022.07 | 90.52 | — | — | — | |
| LDLVA2023.12 | 90.51 | — | — | — | |
| LDLVAbackbone=ResNet-50, pre-training data=ImageNet1K, venue=WACV'232022.07 | 90.51 | — | — | — | |
| ARMYear=20212023.01 | 90.42 | — | — | — | |
| ARM# Params=11.2M2023.06 | 90.42 | — | — | — | |
| Arm2024.09 | 90.42 | — | — | — | |
| EACYear=20222023.01 | 90.35 | — | — | — | |
| EACText supervision=false2024.03 | 90.35 | — | — | — | |
| CLEFText supervision=true2024.03 | 90.09 | — | — | — | |
| CLEFYear=ICCV'232024.09 | 90.09 | — | — | — | |
| Ada-DFYear=ICASSP'232024.09 | 90.04 | — | — | — | |
| MRANbackbone=Hybrid ViT, pre-training data=MS-Celeb-1M, venue=TCSVT'232022.07 | 90.03 | — | — | — | |
| MAE-VITbackbone=ViT-S, pre-training data=AffectNet-270K, venue=TCSS'242022.07 | 90.03 | — | — | — | |
| EAC# Params=11.2M2023.06 | 89.99 | — | — | — | |
| EACYear=ECCV'222024.09 | 89.99 | — | — | — | |
| EACbackbone=ResNet-18, pre-training data=MS-Celeb-1M, venue=ECCV'222022.07 | 89.99 | — | — | — | |
| EACyear=20222024.11 | 89.99 | — | — | — | |
| FRA (FT)Text supervision=false, Evaluation protocol=Fine-tuning2024.03 | 89.95 | — | — | — | |
| DANYear=20212023.01 | 89.7 | — | — | — | |
| DAN2021.09 | 89.7 | — | — | — | |
| DANVenue=Bioinf.'232024.10 | 89.7 | — | — | — | |
| Latent-OFER2024.07 | 89.6 | — | — | — | |
| L.OFERVenue=ICCV'232024.10 | 89.6 | — | — | — | |
| BYOLText supervision=false2024.03 | 89.53 | — | — | — | |
| FDRLYear=20212023.01 | 89.47 | — | — | — | |
| FDRL2024.07 | 89.47 | — | — | — | |
| DMUEBackbone=ResNet-50IBN2021.04 | 89.42 | — | — | — | |
| DMUEBackbone=ResNet-50IBN2021.04 | 89.42 | — | — | — | |
| DMUEBackbone=ResNet-50IBN2021.04 | 89.42 | — | — | — | |
| DMUEYear=20212023.01 | 89.42 | — | — | — | |
| DMUE2024.07 | 89.42 | — | — | — | |
| DMUEbackbone=Res-50IBN, pre-training data=Ms-Celeb-1M, venue=CVPR'212022.07 | 89.42 | — | — | — | |
| DMUEyear=20212024.11 | 89.42 | — | — | — | |
| PCNN2025.12 | 89.31 | — | — | — | |
| AMP-Netbackbone=ResNet-34, pre-training data=VGGFace2, venue=TCSVT'222022.07 | 89.25 | — | — | — | |
| AMP-Net2025.12 | 89.25 | — | — | — | |
| SCAN-CCI# Params=70M2023.06 | 89.02 | — | — | — | |
| EAC2023.12 | 88.99 | — | — | — | |
| PSRYear=20202023.01 | 88.98 | — | — | — | |
| PSR2021.09 | 88.98 | — | — | — | |
| RULText supervision=false2024.03 | 88.98 | — | — | — | |
| PSR2024.07 | 88.98 | — | — | — | |
| RULYear=NIPS'212024.09 | 88.98 | — | — | — | |
| RULbackbone=ResNet-18, pre-training data=MS-Celeb-1M, venue=NeurIPS'212022.07 | 88.98 | — | — | — | |
| RULVenue=NIPS'212024.10 | 88.98 | — | — | — | |
| RULyear=20212024.11 | 88.98 | — | — | — | |
| IPD-FERbackbone=ResNet-18, pre-training data=CASIA-WebFace [53], venue=TAFFC'222022.07 | 88.89 | — | — | — | |
| DMUEBackbone=ResNet-182021.04 | 88.76 | — | — | — | |
| DMUEBackbone=ResNet-182021.04 | 88.76 | — | — | — | |
| DMUEBackbone=ResNet-182021.04 | 88.76 | — | — | — | |
| DMUEYear=CVPR'212024.09 | 88.76 | — | — | — | |
| DMUEbackbone=ResNet-18, pre-training data=Ms-Celeb-1M, venue=CVPR'212022.07 | 88.76 | — | — | — | |
| DMUEBackbone=ResBet-182025.12 | 88.76 | — | — | — | |
| MAE-VITbackbone=ViT-T, pre-training data=AffectNet-270K, venue=TCSS'242022.07 | 88.72 | — | — | — |