Facial Expression Recognition on AffectNet 8-way (test)
64.4AccuracyDCS
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DCS2024.11 | 64.4 | — | — | — | — | — | — | — | — | |
| BTNYear=20242024.07 | 64.29 | — | — | — | — | — | — | — | — | |
| QCS2024.11 | 64.2 | — | — | — | — | — | — | — | — | |
| PF-ViT2023.12 | 64.1 | — | — | — | — | — | — | — | — | |
| PF-VITbackbone=ViT-B, pre-training data=AffectNet-270K, venue=TCSS'242022.07 | 64.1 | — | — | — | — | — | — | — | — | |
| POSTER++Year=20232024.07 | 63.77 | — | — | — | — | — | — | — | — | |
| POSTER++year=20232024.11 | 63.77 | — | — | — | — | — | — | — | — | |
| S2D w/o TMA2023.12 | 63.76 | — | — | — | — | — | — | — | — | |
| POSTERYear=ICCV 20232024.07 | 63.34 | — | — | — | — | — | — | — | — | |
| POSTERyear=20232024.11 | 63.34 | — | — | — | — | — | — | — | — | |
| DMUE2023.12 | 63.11 | — | — | — | — | — | — | — | — | |
| DMUEbackbone=Res-50IBN, pre-training data=Ms-Celeb-1M, venue=CVPR'212022.07 | 63.11 | — | — | — | — | — | — | — | — | |
| DMUEyear=20212024.11 | 63.11 | — | — | — | — | — | — | — | — | |
| S2D w/o TMAPre-trained on=AffectNet-82023.12 | 63.06 | — | — | — | — | — | — | — | — | |
| S2Dyear=2024, Pre-trained=AffectNet-82024.11 | 63.06 | — | — | — | — | — | — | — | — | |
| Multi-task EfficientNet-B2Year=IEEE 20222024.07 | 63.03 | — | — | — | — | — | — | — | — | |
| MT-ArcResYear=BMVC 20192024.07 | 63 | — | — | — | — | — | — | — | — | |
| ExpLLMYear=ours2024.09 | 62.86 | — | — | — | — | — | — | — | — | |
| DMUEYear=CVPR'212024.09 | 62.84 | — | — | — | — | — | — | — | — | |
| DMUEbackbone=ResNet-18, pre-training data=Ms-Celeb-1M, venue=CVPR'212022.07 | 62.84 | — | — | — | — | — | — | — | — | |
| CLEFYear=ICCV'232024.09 | 62.77 | — | — | — | — | — | — | — | — | |
| MRANbackbone=Hybrid ViT, pre-training data=MS-Celeb-1M, venue=TCSVT'232022.07 | 62.48 | — | — | — | — | — | — | — | — | |
| MAE-VITbackbone=ViT-B, pre-training data=AffectNet-270K, venue=TCSS'242022.07 | 62.42 | — | — | — | — | — | — | — | — | |
| MTACbackbone=Swin-S [58], pre-training data=ImageNet1K, venue=TMM'242022.07 | 62.28 | — | — | — | — | — | — | — | — | |
| OursBackbone=ResNet-18, Pre-trained=true, Conference=NeurIPS'232023.10 | 62.16 | 78.6 | 54.3 | 63.8 | 59.5 | 57.6 | 64.1 | 59.4 | 60 | |
| DAN2021.09 | 62.09 | — | — | — | — | — | — | — | — | |
| DANYear=Biomimetics 20232024.07 | 62.09 | — | — | — | — | — | — | — | — | |
| MAE-VITbackbone=ViT-S, pre-training data=AffectNet-270K, venue=TCSS'242022.07 | 62.06 | — | — | — | — | — | — | — | — | |
| CLIPER2023.12 | 61.98 | — | — | — | — | — | — | — | — | |
| VTFFYear=TAC'212024.09 | 61.85 | — | — | — | — | — | — | — | — | |
| AMP-Netbackbone=ResNet-34, pre-training data=VGGFace2, venue=TCSVT'222022.07 | 61.74 | — | — | — | — | — | — | — | — | |
| SL + SSL in-panting-plYear=20222024.07 | 61.72 | — | — | — | — | — | — | — | — | |
| VTFF2023.12 | 61.58 | — | — | — | — | — | — | — | — | |
| VTFFbackbone=Hybrid ViT, pre-training data=MS-Celeb-1M, venue=TAFFC'232022.07 | 61.58 | — | — | — | — | — | — | — | — | |
| MAE-VITbackbone=ViT-T, pre-training data=AffectNet-270K, venue=TCSS'242022.07 | 61.45 | — | — | — | — | — | — | — | — | |
| MVIT2021.09 | 61.4 | — | — | — | — | — | — | — | — | |
| MVT2023.12 | 61.4 | — | — | — | — | — | — | — | — | |
| MVTbackbone=DeiT-S [44], pre-training data=ImageNet1K, venue=Arxiv'212022.07 | 61.4 | — | — | — | — | — | — | — | — | |
| ARMYear=20212024.07 | 61.33 | — | — | — | — | — | — | — | — | |
| EfficientNet-B02021.09 | 61.32 | — | — | — | — | — | — | — | — | |
| FG-AGRbackbone=Hybrid ViT, pre-training data=MS-Celeb-1M, venue=TCSVT'232022.07 | 60.69 | — | — | — | — | — | — | — | — | |
| PSR2021.09 | 60.68 | — | — | — | — | — | — | — | — | |
| PSRYear=CVPR 20202024.07 | 60.68 | — | — | — | — | — | — | — | — | |
| EACBackbone=ResNet-18, Pre-trained=true, Conference=ECCV'222023.10 | 60.53 | 84 | 58.8 | 65 | 65.9 | 62.2 | 60.3 | 46.1 | 41.9 | |
| MA-NetYear=TIP 20212024.07 | 60.29 | — | — | — | — | — | — | — | — | |
| SCN2021.09 | 60.23 | — | — | — | — | — | — | — | — | |
| SCNYear=CVPR 20202024.07 | 60.23 | — | — | — | — | — | — | — | — | |
| EfficientFaceYear=AAAI 20212024.07 | 60.23 | — | — | — | — | — | — | — | — | |
| SCNYear=CVPR'202024.09 | 60.23 | — | — | — | — | — | — | — | — | |
| SCN2023.12 | 60.23 | — | — | — | — | — | — | — | — | |
| SCNyear=20202024.11 | 60.23 | — | — | — | — | — | — | — | — | |
| EfficientFace2021.09 | 59.89 | — | — | — | — | — | — | — | — | |
| CNNs and BOVW + local SVMData Augmentation (aug.)=true2018.04 | 59.58 | — | — | — | — | — | — | — | — | |
| RAN2021.09 | 59.5 | — | — | — | — | — | — | — | — | |
| CNNs and BOVW + local SVMData Augmentation (aug.)=false2018.04 | 59.45 | — | — | — | — | — | — | — | — | |
| CNNs and BOVW + global SVMData Augmentation (aug.)=true2018.04 | 59.3 | — | — | — | — | — | — | — | — | |
| ESR-92021.09 | 59.3 | — | — | — | — | — | — | — | — | |
| CNNs and BOVW + global SVMData Augmentation (aug.)=false2018.04 | 59.2 | — | — | — | — | — | — | — | — | |
| Mollahosseini et al.Data Augmentation (aug.)=true2018.04 | 58 | — | — | — | — | — | — | — | — | |
| BBNBackbone=ResNet-18, Pre-trained=true, Conference=CVPR'202023.10 | 57.9 | 78.4 | 58.4 | 60.6 | 67.7 | 59.4 | 55 | 37 | 46.7 | |
| Zeng et al.Data Augmentation (aug.)=true2018.04 | 57.31 | — | — | — | — | — | — | — | — | |
| ResNet-182021.09 | 56.84 | — | — | — | — | — | — | — | — | |
| RULBackbone=ResNet-18, Pre-trained=true, Conference=NeurIPS'212023.10 | 55.08 | 71 | 63.4 | 46.6 | 54.9 | 53.7 | 58.6 | 44.7 | 47.7 | |
| PhiNet2021.09 | 54.82 | — | — | — | — | — | — | — | — | |
| SCNBackbone=ResNet-18, Pre-trained=true, Conference=CVPR'202023.10 | 51.08 | 94.6 | 74.9 | 58.2 | 63.8 | 40.9 | 43.2 | 30.8 | 2.2 |