Multimodal Emotion Recognition on IEMOCAP (test)
80.75AccuracyMCULoRA
Evaluation Results
| Method | Links | |
|---|---|---|
| MCULoRATesting Condition={a, t, v}2025.07 | 80.75 | |
| MCULoRATesting Condition={a, t}2025.07 | 79.96 | |
| MLAModality=Multi2023.11 | 78.92 | |
| MoMKETesting Condition={a, t, v}2025.07 | 78.2 | |
| MCULoRATesting Condition={t, v}2025.07 | 76.98 | |
| OGM-GEModality=Multi2023.11 | 76.17 | |
| QMFModality=Multi2023.11 | 76.17 | |
| ConcatModality=Multi2023.11 | 75.91 | |
| MCULoRATesting Condition={t}2025.07 | 75.27 | |
| MLAModality Missing Rate (%)=10, Seeds=32023.11 | 75.07 | |
| QMFModality=Text2023.11 | 75.03 | |
| Late FusionModality=Multi2023.11 | 74.96 | |
| FiLMModality=Multi2023.11 | 74.32 | |
| SumModality=Multi2023.11 | 74.18 | |
| IF-MMIMTesting Condition={a, t}2025.07 | 74.05 | |
| QMFModality Missing Rate (%)=10, Seeds=32023.11 | 73.49 | |
| BiGatedModality=Multi2023.11 | 73.34 | |
| MLAModality=Text2023.11 | 73.22 | |
| MoMKETesting Condition={t, v}2025.07 | 73.17 | |
| MRANTesting Condition={a, t}2025.07 | 73 | |
| Late FusionModality Missing Rate (%)=10, Seeds=32023.11 | 72.95 | |
| MMINTesting Condition={a, t}2025.07 | 72.94 | |
| IF-MMIMTesting Condition={t, v}2025.07 | 72.68 | |
| MMINTesting Condition={t, v}2025.07 | 72.67 | |
| MCULoRATesting Condition=Average2025.07 | 72.55 | |
| MoMKETesting Condition={a, t}2025.07 | 72.38 | |
| MLAModality Missing Rate (%)=20, Seeds=32023.11 | 72.33 | |
| MRANTesting Condition={t, v}2025.07 | 72.11 | |
| MCULoRATesting Condition={a, v}2025.07 | 71.94 | |
| MMINModality Missing Rate (%)=10, Seeds=32023.11 | 71.84 | |
| PoriaEvaluation Protocol=10 fold cross validation2018.04 | 71.59 | |
| AEModality Missing Rate (%)=10, Seeds=32023.11 | 71.36 | |
| QMFModality Missing Rate (%)=20, Seeds=32023.11 | 71.33 | |
| IF-MMINModality Missing Rate (%)=10, Seeds=32023.11 | 71.32 | |
| CRAModality Missing Rate (%)=10, Seeds=32023.11 | 71.28 | |
| Text + Speech + Mocap CombinedEvaluation Protocol=77%-22% split, Modality=Multimodal2018.04 | 71.04 | |
| OGM-GEModality=Text2023.11 | 70.79 | |
| MMINModality Missing Rate (%)=20, Seeds=32023.11 | 69.36 | |
| Late FusionModality Missing Rate (%)=20, Seeds=32023.11 | 69.06 | |
| Late FusionModality=Text2023.11 | 68.79 | |
| MLAModality Missing Rate (%)=30, Seeds=32023.11 | 68.47 | |
| MCTNTesting Condition={a, t}2025.07 | 68.34 | |
| IF-MMINModality Missing Rate (%)=20, Seeds=32023.11 | 68.29 | |
| MCTNTesting Condition={t, v}2025.07 | 67.84 | |
| TATEModality Missing Rate (%)=10, Seeds=32023.11 | 67.84 | |
| ConcatModality=Text2023.11 | 67.84 | |
| AEModality Missing Rate (%)=20, Seeds=32023.11 | 67.4 | |
| CRAModality Missing Rate (%)=20, Seeds=32023.11 | 67.34 | |
| MCULoRATesting Condition={a}2025.07 | 67.3 | |
| IF-MMIMTesting Condition={t}2025.07 | 67.02 | |
| MLAModality Missing Rate (%)=40, Seeds=32023.11 | 67 | |
| MoMKETesting Condition={a, v}2025.07 | 66.98 | |
| MMINTesting Condition={t}2025.07 | 66.57 | |
| MoMKETesting Condition=Average2025.07 | 66.51 | |
| FiLMModality=Text2023.11 | 66.37 | |
| MMINModality Missing Rate (%)=30, Seeds=32023.11 | 66.34 | |
| QMFModality Missing Rate (%)=30, Seeds=32023.11 | 65.89 | |
| IF-MMIMTesting Condition={a, v}2025.07 | 65.33 | |
| MRANTesting Condition={t}2025.07 | 65.31 | |
| CCAModality Missing Rate (%)=10, Seeds=32023.11 | 65.19 | |
| SumModality=Text2023.11 | 65.16 | |
| BiGatedModality=Text2023.11 | 65.16 | |
| Late FusionModality Missing Rate (%)=30, Seeds=32023.11 | 64.89 | |
| MRANTesting Condition={a, v}2025.07 | 64.7 | |
| MoMKETesting Condition={t}2025.07 | 64.54 | |
| IF-MMIMTesting Condition=Average2025.07 | 64.54 | |
| IF-MMINModality Missing Rate (%)=30, Seeds=32023.11 | 64.17 | |
| MMINTesting Condition=Average2025.07 | 64.1 | |
| MMINTesting Condition={a, v}2025.07 | 63.99 | |
| MRANTesting Condition=Average2025.07 | 63.97 | |
| MLAModality Missing Rate (%)=50, Seeds=32023.11 | 63.48 | |
| MMINModality Missing Rate (%)=40, Seeds=32023.11 | 63.3 | |
| TATEModality Missing Rate (%)=20, Seeds=32023.11 | 63.22 | |
| CCAModality Missing Rate (%)=20, Seeds=32023.11 | 62.6 | |
| MCTNTesting Condition={t}2025.07 | 62.42 | |
| QMFModality Missing Rate (%)=40, Seeds=32023.11 | 62.27 | |
| CRAModality Missing Rate (%)=30, Seeds=32023.11 | 62.24 | |
| TATEModality Missing Rate (%)=30, Seeds=32023.11 | 62.19 | |
| AEModality Missing Rate (%)=30, Seeds=32023.11 | 62.02 | |
| DCCAEModality Missing Rate (%)=10, Seeds=32023.11 | 61.66 | |
| Late FusionModality Missing Rate (%)=40, Seeds=32023.11 | 61.09 | |
| MMINModality Missing Rate (%)=50, Seeds=32023.11 | 60.54 | |
| TATEModality Missing Rate (%)=40, Seeds=32023.11 | 60.36 | |
| IF-MMINModality Missing Rate (%)=40, Seeds=32023.11 | 60.13 | |
| CCAModality Missing Rate (%)=30, Seeds=32023.11 | 59.35 | |
| MLAModality Missing Rate (%)=60, Seeds=32023.11 | 59.17 | |
| MCTNTesting Condition=Average2025.07 | 58.94 | |
| TATEModality Missing Rate (%)=50, Seeds=32023.11 | 58.74 | |
| TATEModality Missing Rate (%)=60, Seeds=32023.11 | 57.99 | |
| QMFModality Missing Rate (%)=50, Seeds=32023.11 | 57.94 | |
| DCCAEModality Missing Rate (%)=20, Seeds=32023.11 | 57.67 | |
| MMINModality Missing Rate (%)=60, Seeds=32023.11 | 57.52 | |
| IF-MMINModality Missing Rate (%)=50, Seeds=32023.11 | 57.45 | |
| DCCAModality Missing Rate (%)=10, Seeds=32023.11 | 57.25 | |
| AEModality Missing Rate (%)=40, Seeds=32023.11 | 57.24 | |
| CRAModality Missing Rate (%)=40, Seeds=32023.11 | 57.04 | |
| MoMKETesting Condition={a}2025.07 | 56.97 | |
| MMINTesting Condition={a}2025.07 | 56.58 | |
| Late FusionModality Missing Rate (%)=50, Seeds=32023.11 | 56.48 | |
| MCTNTesting Condition={a, v}2025.07 | 56.34 |