Multimodal Sentiment Analysis on CMU-MOSI v1 (test)
91.2Accuracy (2-Class)ModalImmune
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ModalImmuneMissing rate η=0.12026.02 | 91.2 | 91.2 | 49.7 | — | |
| UMQ (OOD)Noise Type=Other Noises (Laplace and Random Erasing), NR=0.12026.03 | 89.2 | — | — | 62.4 | |
| ModalImmuneMissing rate η=0.22026.02 | 88.7 | 88.7 | 47.7 | — | |
| UMQNoise Type=Gaussian Noise, NR=0.12026.03 | 88.2 | — | — | 62.7 | |
| C-MIBNoise Type=Gaussian Noise, NR=0.12026.03 | 87.8 | — | — | 67 | |
| UMQNoise Type=Gaussian Noise, NR=Avg2026.03 | 87.3 | — | — | 68.1 | |
| UMQ (OOD)Noise Type=Other Noises (Laplace and Random Erasing), NR=Avg2026.03 | 86.8 | — | — | 69.5 | |
| ModalImmuneMissing rate η=0.32026.02 | 86.7 | 86.7 | 45.7 | — | |
| MuBoNoise Type=Gaussian Noise, NR=0.12026.03 | 86.7 | — | — | 67.8 | |
| NIATNoise Type=Other Noises (Laplace and Random Erasing), NR=0.12026.03 | 85.5 | — | — | 62.2 | |
| RoHyDRMissing rate η=0.12026.02 | 84.96 | 83.04 | 43.5 | — | |
| ModalImmuneMissing rate η=0.42026.02 | 84.2 | 84.2 | 42.7 | — | |
| EUARMissing rate η=0.12026.02 | 84.1 | 84.1 | 43.8 | — | |
| MoMKEMissing rate η=0.12026.02 | 83.6 | 83.6 | 35.5 | — | |
| NIATNoise Type=Gaussian Noise, NR=0.12026.03 | 83.6 | — | — | 67.2 | |
| IMDerMissing rate η=0.12026.02 | 83.3 | 83.2 | 43 | — | |
| RoHyDRMissing rate η=0.22026.02 | 83.07 | 81.7 | 41.2 | — | |
| ModalImmuneMissing rate η=Avg.2026.02 | 82.6 | 82.6 | 41.3 | — | |
| GCNetMissing rate η=0.12026.02 | 82.4 | 82.2 | 41.9 | — | |
| EUARMissing rate η=0.22026.02 | 81.9 | 81.9 | 41.5 | — | |
| RoHyDRMissing rate η=0.32026.02 | 81.87 | 80.07 | 39.1 | — | |
| ModalImmuneMissing rate η=0.52026.02 | 81.7 | 81.7 | 40 | — | |
| LNLNMissing rate η=0.12026.02 | 81.1 | 82 | 42 | — | |
| CIDerMissing rate η=0.12026.02 | 81.1 | 79.6 | 39.4 | — | |
| IMDerMissing rate η=0.22026.02 | 80.9 | 80.8 | 40.7 | — | |
| RoHyDRMissing rate η=Avg.2026.02 | 80.79 | 78.15 | 36.9 | — | |
| RoHyDRMissing rate η=0.42026.02 | 80.76 | 77.03 | 36.5 | — | |
| MoMKEMissing rate η=0.22026.02 | 80.7 | 80.7 | 33.7 | — | |
| RoHyDRMissing rate η=0.52026.02 | 79.97 | 76.87 | 34.9 | — | |
| EUARMissing rate η=0.32026.02 | 79.8 | 79.7 | 39.2 | — | |
| GCNetMissing rate η=0.22026.02 | 79.6 | 79.3 | 38.9 | — | |
| ModalImmuneMissing rate η=0.62026.02 | 79.2 | 79.2 | 37.7 | — | |
| IMDerMissing rate η=0.32026.02 | 78.5 | 78.4 | 38.4 | — | |
| CIDerMissing rate η=0.22026.02 | 78.5 | 75.6 | 36.7 | — | |
| RoHyDRMissing rate η=0.62026.02 | 78.03 | 74.83 | 32.4 | — | |
| LNLNMissing rate η=0.22026.02 | 78 | 79.5 | 39.5 | — | |
| MoMKEMissing rate η=0.32026.02 | 77.8 | 77.7 | 31.9 | — | |
| EUARMissing rate η=Avg.2026.02 | 77.5 | 77.4 | 37.1 | — | |
| EUARMissing rate η=0.42026.02 | 77.4 | 77.3 | 36.9 | — | |
| RoHyDRMissing rate η=0.72026.02 | 76.89 | 73.42 | 31 | — | |
| GCNetMissing rate η=0.32026.02 | 76.7 | 76.5 | 35.9 | — | |
| ModalImmuneMissing rate η=0.72026.02 | 76.7 | 76.7 | 35.2 | — | |
| IMDerMissing rate η=Avg.2026.02 | 76.1 | 76 | 36.1 | — | |
| IMDerMissing rate η=0.42026.02 | 76 | 75.9 | 36 | — | |
| CIDerMissing rate η=0.32026.02 | 76 | 71.6 | 34 | — | |
| EUARMissing rate η=0.52026.02 | 75.1 | 74.9 | 34.7 | — | |
| MoMKEMissing rate η=Avg.2026.02 | 74.8 | 74.6 | 29.9 | — | |
| LNLNMissing rate η=0.32026.02 | 74.8 | 77 | 36.9 | — | |
| MoMKEMissing rate η=0.42026.02 | 74.7 | 74.6 | 29.8 | — | |
| GCNetMissing rate η=0.42026.02 | 73.6 | 73.2 | 33 | — | |
| GCNetMissing rate η=Avg.2026.02 | 73.6 | 73.2 | 33.2 | — | |
| IMDerMissing rate η=0.52026.02 | 73.5 | 73.4 | 33.6 | — | |
| CIDerMissing rate η=Avg.2026.02 | 73.5 | 67.6 | 31.4 | — | |
| CIDerMissing rate η=0.42026.02 | 73.4 | 67.4 | 31.2 | — | |
| EUARMissing rate η=0.62026.02 | 72.8 | 72.6 | 32.5 | — | |
| LNLNMissing rate η=Avg.2026.02 | 71.7 | 74.5 | 34.4 | — | |
| MoMKEMissing rate η=0.52026.02 | 71.6 | 71.4 | 27.8 | — | |
| LNLNMissing rate η=0.42026.02 | 71.6 | 74.4 | 34.3 | — | |
| EUARMissing rate η=0.72026.02 | 71.3 | 71.1 | 31 | — | |
| IMDerMissing rate η=0.62026.02 | 71 | 70.9 | 31.2 | — | |
| CIDerMissing rate η=0.52026.02 | 70.8 | 63.3 | 28.5 | — | |
| GCNetMissing rate η=0.52026.02 | 70.4 | 69.9 | 30.1 | — | |
| IMDerMissing rate η=0.72026.02 | 69.4 | 69.2 | 29.7 | — | |
| MoMKEMissing rate η=0.62026.02 | 68.5 | 68.3 | 25.8 | — | |
| LNLNMissing rate η=0.52026.02 | 68.4 | 71.8 | 31.7 | — | |
| CIDerMissing rate η=0.62026.02 | 68.2 | 59.1 | 25.8 | — | |
| GCNetMissing rate η=0.62026.02 | 67.3 | 66.7 | 27.2 | — | |
| MoMKEMissing rate η=0.72026.02 | 66.5 | 66.3 | 24.5 | — | |
| CIDerMissing rate η=0.72026.02 | 66.4 | 56.4 | 24 | — | |
| GCNetMissing rate η=0.72026.02 | 65.3 | 64.6 | 25.3 | — | |
| LNLNMissing rate η=0.62026.02 | 65.2 | 69.2 | 29 | — | |
| LNLNMissing rate η=0.72026.02 | 63.1 | 67.5 | 27.3 | — |