Multimodal Sentiment Analysis on CMU-MOSI standard (test)
87.2AccuracyComP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ComPMissing Rate=0.12025.12 | 87.2 | 87.11 | |
| MoMKEMissing Rate=0.12025.12 | 86.74 | 86.74 | |
| ComPMissing Rate=0.22025.12 | 85.37 | 85.23 | |
| IMDerMissing Rate=0.12025.12 | 84.9 | 84.8 | |
| Gated Mechanism for Attention Based Multimodal Sentiment Analysis2020.02 | 83.91 | 81.17 | |
| DiCMoRMissing Rate=0.12025.12 | 83.9 | 83.9 | |
| ComPMissing Rate=0.32025.12 | 83.69 | 83.67 | |
| IMDerMissing Rate=0.22025.12 | 83.5 | 83.4 | |
| MoMKEMissing Rate=0.22025.12 | 83.38 | 83.44 | |
| SDR-GNNMissing Rate=0.12025.12 | 82.47 | 82.32 | |
| Contextual Inter-modal Attention Based Network2020.02 | 82.31 | 80.69 | |
| DiCMoRMissing Rate=0.22025.12 | 82 | 82.1 | |
| SDR-GNNMissing Rate=0.22025.12 | 81.4 | 81.19 | |
| IMDerMissing Rate=0.32025.12 | 81.2 | 81 | |
| ComPMissing Rate=0.42025.12 | 81.1 | 81.18 | |
| GCNetMissing Rate=0.12025.12 | 80.95 | 81.02 | |
| SDR-GNNMissing Rate=0.32025.12 | 80.8 | 81.4 | |
| MoMKEMissing Rate=0.32025.12 | 80.64 | 80.72 | |
| Deep Canonical Correlation Analysis (DCCA)2020.02 | 80.6 | 80.57 | |
| DiCMoRMissing Rate=0.32025.12 | 80.2 | 80.4 | |
| MMINMissing Rate=0.12025.12 | 79.88 | 79.94 | |
| SDR-GNNMissing Rate=0.42025.12 | 79.62 | 79.57 | |
| ComPMissing Rate=0.52025.12 | 79.27 | 78.96 | |
| IMDerMissing Rate=0.42025.12 | 78.6 | 78.5 | |
| GCNetMissing Rate=0.22025.12 | 78.51 | 78.53 | |
| MCTNMissing Rate=0.12025.12 | 78.5 | 78.4 | |
| SDR-GNNMissing Rate=0.52025.12 | 78.35 | 78.26 | |
| MoMKEMissing Rate=0.42025.12 | 77.9 | 78.02 | |
| MMINMissing Rate=0.22025.12 | 77.74 | 77.82 | |
| DiCMoRMissing Rate=0.42025.12 | 77.7 | 77.9 | |
| GCNetMissing Rate=0.32025.12 | 77.59 | 77.39 | |
| Tensor Fusion Network2020.02 | 77.1 | 79.1 | |
| Hierarchical Fusion2020.02 | 76.9 | 76.9 | |
| MoMKEMissing Rate=0.52025.12 | 76.68 | 76.8 | |
| Gated Multimodal-embedding2020.02 | 76.5 | 73.4 | |
| DiCMoRMissing Rate=0.52025.12 | 76.4 | 76.7 | |
| IMDerMissing Rate=0.52025.12 | 76.2 | 75.9 | |
| MCTNMissing Rate=0.22025.12 | 75.7 | 75.6 | |
| ComPMissing Rate=0.62025.12 | 75.61 | 75.74 | |
| IMDerMissing Rate=0.62025.12 | 74.7 | 74 | |
| GCNetMissing Rate=0.52025.12 | 74.39 | 74.46 | |
| MoMKEMissing Rate=0.62025.12 | 73.93 | 74.08 | |
| MMINMissing Rate=0.32025.12 | 73.78 | 73.82 | |
| GCNetMissing Rate=0.42025.12 | 73.32 | 73.48 | |
| ComPMissing Rate=0.72025.12 | 73.17 | 73.33 | |
| DiCMoRMissing Rate=0.62025.12 | 73 | 73.3 | |
| IMDerMissing Rate=0.72025.12 | 71.9 | 71.2 | |
| MCTNMissing Rate=0.32025.12 | 71.2 | 71.3 | |
| DiCMoRMissing Rate=0.72025.12 | 70.8 | 71.1 | |
| MoMKEMissing Rate=0.72025.12 | 70.58 | 70.76 | |
| MMINMissing Rate=0.42025.12 | 70.43 | 70.2 | |
| SDR-GNNMissing Rate=0.62025.12 | 69.98 | 69.82 | |
| SDR-GNNMissing Rate=0.72025.12 | 69.32 | 69.21 | |
| MCTNMissing Rate=0.42025.12 | 67.6 | 68 | |
| MMINMissing Rate=0.52025.12 | 67.07 | 65.63 | |
| GCNetMissing Rate=0.62025.12 | 65.7 | 65.91 | |
| MCTNMissing Rate=0.52025.12 | 64.8 | 65.4 | |
| GCNetMissing Rate=0.72025.12 | 64.79 | 64.99 | |
| MCTNMissing Rate=0.62025.12 | 62.5 | 63.8 | |
| MMINMissing Rate=0.72025.12 | 61.43 | 61.56 | |
| MMINMissing Rate=0.62025.12 | 60.98 | 60 | |
| MCTNMissing Rate=0.72025.12 | 59 | 61.2 |