Multimodal Sentiment Analysis on MOSI (test)
0.666MAETEXT
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| TEXT2025.12 | 0.666 | — | 0.829 | 45.92 | 52.62 | 86.44 | 88.72 | 86.55 | 88.76 | — | |
| GPT-4o2025.12 | 0.682 | — | 0.823 | 44.61 | 52.59 | 85.71 | 86.74 | 85.68 | 86.68 | — | |
| ALMT2023.10 | 0.683 | — | 0.805 | 49.42 | 56.41 | 84.55 | 86.43 | 84.57 | 86.47 | — | |
| CHFN2023.10 | 0.689 | — | 0.809 | 48.6 | — | 84.3 | 86.4 | 84.2 | 86.2 | — | |
| MMIM2023.11 | 0.7 | 86.06 | 0.8 | 46.65 | — | — | — | — | — | — | |
| MMIM2023.10 | 0.7 | — | 0.8 | 46.65 | — | 84.14 | 86.06 | 84 | 85.98 | — | |
| KuDA2025.12 | 0.705 | — | 0.795 | 47.08 | — | 84.4 | 86.43 | 84.48 | 86.46 | — | |
| JOYFUL+MAEloss=Mean Absolute Error2023.11 | 0.711 | 85.87 | 0.792 | 45.58 | — | — | — | — | — | — | |
| Self-MM2023.10 | 0.712 | — | 0.795 | 45.79 | — | 82.54 | 84.77 | 83.68 | 84.91 | — | |
| Self-MM2023.11 | 0.713 | 85.98 | 0.789 | — | — | — | — | — | — | — | |
| ALMT2025.12 | 0.716 | — | 0.773 | 45.01 | 50.41 | 83.1 | 85.23 | 83.2 | 85.37 | — | |
| FDMER2023.10 | 0.724 | — | 0.788 | 44.1 | — | — | 84.6 | — | 84.7 | — | |
| MAG-BERT2023.10 | 0.727 | — | 0.781 | 43.62 | — | 82.37 | 84.43 | 82.5 | 84.61 | — | |
| DEVA2025.12 | 0.73 | — | 0.787 | 46.32 | 51.78 | 84.4 | 86.29 | 84.48 | 86.3 | — | |
| MAG-BERT2023.11 | 0.731 | 84.3 | 0.789 | — | — | — | — | — | — | — | |
| BBFN2023.11 | 0.776 | 84.3 | 0.755 | 45 | — | — | — | — | — | — | |
| MISA2023.10 | 0.783 | — | 0.761 | 42.3 | — | 81.8 | 83.4 | 81.7 | 83.6 | — | |
| S2LIF2025.12 | 0.7918 | 58.46 | — | — | — | — | — | — | — | 51.27 | |
| MIDG2025.12 | 0.7975 | 59.77 | — | — | — | — | — | — | — | 53.46 | |
| CASP2025.12 | 0.8012 | 58.14 | — | — | — | — | — | — | — | 50.94 | |
| MISA2023.11 | 0.804 | 82.1 | 0.764 | — | — | — | — | — | — | — | |
| ALMT2025.12 | 0.8071 | 59.62 | — | — | — | — | — | — | — | 44.53 | |
| MISA2025.12 | 0.8236 | 55.38 | — | — | — | — | — | — | — | 44.27 | |
| Self-MM2025.12 | 0.8242 | 57.18 | — | — | — | — | — | — | — | 46.76 | |
| MuLT2025.12 | 0.8267 | 54.57 | — | — | — | — | — | — | — | 43.49 | |
| MulT2023.11 | 0.861 | 84.1 | 0.711 | — | — | — | — | — | — | — | |
| MTAG2023.11 | 0.866 | 82.3 | 0.722 | 38.9 | — | — | — | — | — | — | |
| MulT2023.10 | 0.871 | — | 0.698 | 40 | — | — | 83 | — | 82.8 | — | |
| MFM2023.11 | 0.877 | 81.7 | 0.706 | 35.4 | — | — | — | — | — | — | |
| MFMImplementation=Hazarika et al. (2020)2023.10 | 0.877 | — | 0.706 | 35.4 | — | — | 81.7 | — | 81.6 | — | |
| TFNImplementation=Hazarika et al. (2020)2023.10 | 0.901 | — | 0.698 | 34.9 | — | — | 80.8 | — | 80.7 | — | |
| LMFImplementation=Hazarika et al. (2020)2023.10 | 0.917 | — | 0.695 | 33.2 | — | — | 82.5 | — | 82.4 | — | |
| Qwenmodel_version=Qwen2.5-vl2025.12 | 1.129 | — | 0.677 | 36.3 | 45.63 | 83.09 | 83.38 | 83.09 | 83.31 | — | |
| VL3model_version=VideoLLaMA32025.12 | 1.437 | — | 0.442 | 23.76 | 28.72 | 67.64 | 68.45 | 68.3 | 68.48 | — | |
| CorrKDTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | 83.94 | |
| CubeMLPTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | 84.57 | |
| DMDTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | 84.5 | |
| GCNetTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | 83.2 | |
| HRLFTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | 84.15 | |
| HRLFTesting Condition=Avg.2024.11 | — | — | — | — | — | — | — | — | — | 76.74 | |
| MCTNTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | 80.12 | |
| MIBmode=Fine-tuning2023.05 | — | 84.4 | — | — | — | — | — | — | — | — | |
| MISAImplementation=Mao et al. (2022)2023.10 | — | — | — | 47.08 | — | — | — | — | — | — | |
| MulTImplementation=Mao et al. (2022)2023.10 | — | — | — | 42.68 | — | — | — | — | — | — | |
| PMR2023.10 | — | — | — | 40.6 | — | — | 83.6 | — | 83.4 | — | |
| Self-MMImplementation=Mao et al. (2022)2023.10 | — | — | — | 53.47 | — | — | — | — | — | — | |
| Self-MMTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | 84.64 | |
| SMILTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | 82.85 | |
| SPECTRAmode=Fine-tuning2023.05 | — | 87.5 | — | — | — | — | — | — | — | — | |
| TransMTesting Condition={l, a, v}2024.11 | — | — | — | — | — | — | — | — | — | 82.57 |