Multimodal Sentiment Analysis on MOSEI (test)
0.523MAEDBF
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DBF2023.05 | 0.523 | 0.772 | 54.2 | 84.3 | 86.4 | 84.8 | 86.2 | — | — | — | — | — | — | — | — | |
| CHFN2023.10 | 0.525 | 0.778 | 54.3 | — | — | — | — | — | — | 83.7 | 86.2 | 83.9 | 86.1 | — | — | |
| MMIM2023.05 | 0.526 | 0.772 | 54.2 | 82.2 | 86 | 82.7 | 85.9 | — | — | — | — | — | — | — | — | |
| MMIM2023.11 | 0.526 | 0.772 | 54.24 | — | — | — | — | 85.97 | — | — | — | — | — | — | — | |
| MMIM2023.10 | 0.526 | 0.772 | 54.24 | — | — | — | — | — | — | 82.24 | 85.97 | 82.66 | 85.94 | — | — | |
| ALMT2023.10 | 0.526 | 0.779 | 54.28 | — | — | — | — | — | 55.96 | 84.78 | 86.79 | 85.19 | 86.86 | — | — | |
| TEXT2025.12 | 0.528 | 0.786 | 52.29 | — | — | — | — | — | 54.05 | 85.02 | 86.57 | 85.01 | 86.85 | — | — | |
| Self-MM2023.05 | 0.529 | 0.767 | 53.5 | 82.7 | 85 | 83 | 84.9 | — | — | — | — | — | — | — | — | |
| BBFN2023.11 | 0.529 | 0.767 | 54.8 | — | — | — | — | 86.2 | — | — | — | — | — | — | — | |
| JOYFUL+MAEloss=Mean Absolute Error2023.11 | 0.529 | 0.768 | 53.94 | — | — | — | — | 85.68 | — | — | — | — | — | — | — | |
| Self-MM2023.10 | 0.529 | 0.767 | 53.46 | — | — | — | — | — | — | 82.68 | 84.96 | 82.95 | 84.93 | — | — | |
| KuDA2025.12 | 0.529 | 0.776 | 52.89 | — | — | — | — | — | — | 83.26 | 86.46 | 82.97 | 86.59 | — | — | |
| Self-MM2023.11 | 0.53 | 0.765 | — | — | — | — | — | 85.17 | — | — | — | — | — | — | — | |
| FDMER2023.10 | 0.536 | 0.773 | 54.1 | — | — | — | — | — | — | — | 86.1 | — | 85.8 | — | — | |
| MAG-BERT2023.11 | 0.539 | 0.753 | — | — | — | — | — | 85.2 | — | — | — | — | — | — | — | |
| DEVA2025.12 | 0.541 | 0.769 | 52.26 | — | — | — | — | — | 55.32 | 83.26 | 86.13 | 82.93 | 86.21 | — | — | |
| ALMT2025.12 | 0.542 | 0.767 | 52.16 | — | — | — | — | — | 53.96 | 82.39 | 85.87 | 82.18 | 85.95 | — | — | |
| MAG-BERT2023.10 | 0.543 | 0.755 | 52.67 | — | — | — | — | — | — | 82.51 | 84.82 | 82.77 | 84.71 | — | — | |
| MISA2023.05 | 0.555 | 0.756 | 52.2 | 83.8 | 85.3 | 83.6 | 85.5 | — | — | — | — | — | — | — | — | |
| MISA2023.10 | 0.555 | 0.756 | 52.2 | — | — | — | — | — | — | 83.6 | 85.5 | 83.8 | 85.3 | — | — | |
| ICCN2023.05 | 0.565 | 0.713 | 51.6 | — | 84.2 | — | 84.2 | — | — | — | — | — | — | — | — | |
| MFM2023.11 | 0.568 | 0.717 | 51.3 | — | — | — | — | 84.4 | — | — | — | — | — | — | — | |
| MISA2023.11 | 0.568 | 0.724 | — | — | — | — | — | 84.2 | — | — | — | — | — | — | — | |
| MFMImplementation=Hazarika et al. (2020)2023.10 | 0.568 | 0.717 | 51.3 | — | — | — | — | — | — | — | 84.4 | — | 84.3 | — | — | |
| MulT2023.05 | 0.58 | 0.703 | 51.8 | — | 82.3 | — | 82.5 | — | — | — | — | — | — | — | — | |
| MulT2023.11 | 0.58 | 0.703 | — | — | — | — | — | 82.5 | — | — | — | — | — | — | — | |
| MulT2023.10 | 0.58 | 0.703 | 51.8 | — | — | — | — | — | — | — | 82.5 | — | 82.3 | — | — | |
| TFN2023.05 | 0.593 | 0.7 | 50.2 | — | 82.1 | — | 82.5 | — | — | — | — | — | — | — | — | |
| TFNImplementation=Hazarika et al. (2020)2023.10 | 0.593 | 0.7 | 50.2 | — | — | — | — | — | — | — | 82.5 | — | 82.1 | — | — | |
| MIDG2025.12 | 0.5961 | — | — | — | — | — | — | — | — | — | — | — | — | 55.01 | 55.66 | |
| ALMT2025.12 | 0.6007 | — | — | — | — | — | — | — | — | — | — | — | — | 44.74 | 51.01 | |
| CASP2025.12 | 0.6084 | — | — | — | — | — | — | — | — | — | — | — | — | 53.08 | 52.74 | |
| S2LIF2025.12 | 0.6102 | — | — | — | — | — | — | — | — | — | — | — | — | 52.96 | 53.67 | |
| Self-MM2025.12 | 0.6194 | — | — | — | — | — | — | — | — | — | — | — | — | 47.62 | 51.59 | |
| LMFImplementation=Hazarika et al. (2020)2023.10 | 0.623 | 0.677 | 48 | — | — | — | — | — | — | — | 82 | — | 82.1 | — | — | |
| MISA2025.12 | 0.6233 | — | — | — | — | — | — | — | — | — | — | — | — | 47.37 | 49.45 | |
| GPT-4o2025.12 | 0.637 | 0.744 | 48.38 | — | — | — | — | — | 50.53 | 84.77 | 86.08 | 84.82 | 86.08 | — | — | |
| MuLT2025.12 | 0.6598 | — | — | — | — | — | — | — | — | — | — | — | — | 45.59 | 48.12 | |
| LMF2023.05 | 0.677 | 0.695 | 48 | — | 82.1 | — | 82 | — | — | — | — | — | — | — | — | |
| ALMT2025.12 | 0.6869 | — | — | — | — | — | — | — | — | — | — | — | — | 80.09 | 80.19 | |
| MIDG2025.12 | 0.6869 | — | — | — | — | — | — | — | — | — | — | — | — | 83.95 | 83.97 | |
| CASP2025.12 | 0.6987 | — | — | — | — | — | — | — | — | — | — | — | — | 81.27 | 82.59 | |
| S2LIF2025.12 | 0.7015 | — | — | — | — | — | — | — | — | — | — | — | — | 82.54 | 81.06 | |
| MFM2023.05 | 0.717 | 0.706 | 51.3 | — | 84.3 | — | 84.4 | — | — | — | — | — | — | — | — | |
| Self-MM2025.12 | 0.7453 | — | — | — | — | — | — | — | — | — | — | — | — | 78.2 | 72.15 | |
| MISA2025.12 | 0.7734 | — | — | — | — | — | — | — | — | — | — | — | — | 76.52 | 66.47 | |
| MuLT2025.12 | 0.8891 | — | — | — | — | — | — | — | — | — | — | — | — | 77.19 | 62.85 | |
| Qwenmodel_version=Qwen2.5-vl2025.12 | 1.007 | 0.587 | 40.67 | — | — | — | — | — | 41.73 | 84.14 | 84.59 | 84.17 | 84.64 | — | — | |
| VL3model_version=VideoLLaMA32025.12 | 1.141 | 0.349 | 31.87 | — | — | — | — | — | 33.12 | 71.07 | 71.2 | 71.35 | 71.59 | — | — | |
| BBFNmode=Fine-tuning2023.05 | — | — | — | — | — | — | — | 86.2 | — | — | — | — | — | — | — | |
| CorrKDTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.16 | — | |
| CubeMLPTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.17 | — | |
| DMDTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 84.78 | — | |
| GCNetTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.35 | — | |
| HRLFTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 82.93 | — | |
| HRLFTesting Condition=Avg.2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.63 | — | |
| MCTNTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.75 | — | |
| MISAImplementation=Mao et al. (2022)2023.10 | — | — | 53.63 | — | — | — | — | — | — | — | — | — | — | — | — | |
| MulTImplementation=Mao et al. (2022)2023.10 | — | — | 54.18 | — | — | — | — | — | — | — | — | — | — | — | — | |
| PMR2023.10 | — | — | 52.5 | — | — | — | — | — | — | — | 83.3 | — | 82.6 | — | — | |
| Self-MMImplementation=Mao et al. (2022)2023.10 | — | — | 55.53 | — | — | — | — | — | — | — | — | — | — | — | — | |
| Self-MMTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.69 | — | |
| SMILTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 80.74 | — | |
| SPECTRAmode=Fine-tuning2023.05 | — | — | — | — | — | — | — | 87.34 | — | — | — | — | — | — | — | |
| TransMTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | — | — | — | — | 81.48 | — |