Emotion Recognition on CMU-MOSEI
84F1 ScoreMISA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MISA2026.01 | 84 | — | 51.8 | 84.2 | 0.724 | 0.568 | |
| HCT-DMG (LPM)Number of Parameters=0.83M2026.01 | 84 | — | 53.2 | 84.2 | 0.752 | 0.535 | |
| HRLF2026.01 | 82.9 | — | — | — | — | — | |
| GCNet2026.01 | 82.4 | — | — | — | — | — | |
| CorrKD2026.01 | 82.2 | — | — | — | — | — | |
| LMF2026.01 | 82.1 | — | 48 | 82 | 0.677 | 0.623 | |
| HCT-DMG (Conven.)Number of Parameters=0.78M2026.01 | 81.9 | — | 50.6 | 81.6 | 0.691 | 0.593 | |
| TransM2026.01 | 81.5 | — | — | — | — | — | |
| LMF-MulTNumber of Parameters=0.86M2026.01 | 81.3 | — | 49.3 | 80.8 | 0.668 | 0.62 | |
| MCTN2026.01 | 80.6 | — | 49.6 | 79.8 | 0.67 | 0.609 | |
| MulTNumber of Parameters=1.07M2026.01 | 80.6 | — | 50.4 | 80.7 | 0.677 | 0.617 | |
| CTC+MCTN2026.01 | 79.7 | — | 48.2 | 79.3 | 0.645 | 0.631 | |
| RAVEN2026.01 | 79.5 | — | 50 | 79.1 | 0.662 | 0.614 | |
| CIA2026.01 | 78.2 | — | 50.1 | 80.4 | 0.59 | 0.68 | |
| LF-LSTMNumber of Parameters=1.24M2026.01 | 78.2 | — | 48.8 | 77.5 | 0.656 | 0.624 | |
| EF-LSTM2026.01 | 77.9 | — | 47.4 | 78.2 | 0.642 | 0.616 | |
| Graph-MFN2026.01 | 77 | — | 45 | 76.9 | 0.54 | 0.71 | |
| CTC+EF-LSTM2026.01 | 75.9 | — | 46.3 | 76.1 | 0.585 | 0.68 | |
| CTC+RAVEN2026.01 | 75.7 | — | 45.5 | 75.4 | 0.599 | 0.664 | |
| CAE-LRYear=2021, Modalities=Video, Audio, Text2024.04 | — | 61.03 | — | — | — | — | |
| CIAYear=2019, Modalities=Video, Audio, Text2024.04 | — | 62.88 | — | — | — | — | |
| CMIBYear=2022, Modalities=Video, Audio, Text2024.04 | — | 48.2 | — | — | — | — | |
| ConCluGenYear=2024, Modalities=Video, Audio, Text2024.04 | — | 66.48 | — | — | — | — | |
| Franceschini et al.Year=2022, Modalities=Video, Audio, Text, (facial) Keypoints2024.04 | — | 66.7 | — | — | — | — | |
| GMFPre-train=None, Modality=LAV2022.11 | — | 81.14 | — | — | — | — | |
| Graph-MFNYear=2018, Modalities=Video, Audio, Text2024.04 | — | 62.35 | — | — | — | — | |
| Huynh et al.Year=2021, Modalities=Video, Audio, Text2024.04 | — | 57.7 | — | — | — | — | |
| Khare et al.Year=2021, Modalities=Video, Audio, Text2024.04 | — | 66.9 | — | — | — | — | |
| MARLINPre-train=YTF [78], Modality=V2022.11 | — | 80.6 | — | — | — | — | |
| MESMYear=2021, Modalities=Video, Audio, Text2024.04 | — | 66.8 | — | — | — | — | |
| MViTv1Pre-train=None, Modality=V2022.11 | — | 80.45 | — | — | — | — | |
| Shenoy and SardanaYear=2020, Modalities=Video, Audio, Text2024.04 | — | 82.77 | — | — | — | — | |
| SSE-FTYear=2020, Modalities=Video, Audio, Text2024.04 | — | 55.7 | — | — | — | — | |
| UMONSPre-train=None, Modality=LAV2022.11 | — | 80.68 | — | — | — | — | |
| VideoMAEPre-train=YTF [78], Modality=V2022.11 | — | 80.39 | — | — | — | — | |
| Wen et al.Year=2021, Modalities=Video, Audio, Text2024.04 | — | 82.08 | — | — | — | — |