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ResearchFormerly WizWand

Multimodal Emotion Recognition on IEMOCAP (test)

80.75AccuracyMCULoRA
55.363661.954368.54575.1357Apr 16, 2018Jul 1, 2019Sep 14, 2020Nov 29, 2021Feb 13, 2023Apr 29, 2024Jul 15, 2025
Updated 7mo ago

Evaluation results

MethodLinks
MCULoRATesting Condition={a, t, v}2025.0780.75
MCULoRATesting Condition={a, t}2025.0779.96
MLAModality=Multi2023.1178.92
MoMKETesting Condition={a, t, v}2025.0778.2
MCULoRATesting Condition={t, v}2025.0776.98
OGM-GEModality=Multi2023.1176.17
QMFModality=Multi2023.1176.17
ConcatModality=Multi2023.1175.91
MCULoRATesting Condition={t}2025.0775.27
MLAModality Missing Rate (%)=10, Seeds=32023.1175.07
QMFModality=Text2023.1175.03
Late FusionModality=Multi2023.1174.96
FiLMModality=Multi2023.1174.32
SumModality=Multi2023.1174.18
IF-MMIMTesting Condition={a, t}2025.0774.05
QMFModality Missing Rate (%)=10, Seeds=32023.1173.49
BiGatedModality=Multi2023.1173.34
MLAModality=Text2023.1173.22
MoMKETesting Condition={t, v}2025.0773.17
MRANTesting Condition={a, t}2025.0773
Late FusionModality Missing Rate (%)=10, Seeds=32023.1172.95
MMINTesting Condition={a, t}2025.0772.94
IF-MMIMTesting Condition={t, v}2025.0772.68
MMINTesting Condition={t, v}2025.0772.67
MCULoRATesting Condition=Average2025.0772.55
MoMKETesting Condition={a, t}2025.0772.38
MLAModality Missing Rate (%)=20, Seeds=32023.1172.33
MRANTesting Condition={t, v}2025.0772.11
MCULoRATesting Condition={a, v}2025.0771.94
MMINModality Missing Rate (%)=10, Seeds=32023.1171.84
PoriaEvaluation Protocol=10 fold cross validation2018.0471.59
AEModality Missing Rate (%)=10, Seeds=32023.1171.36
QMFModality Missing Rate (%)=20, Seeds=32023.1171.33
IF-MMINModality Missing Rate (%)=10, Seeds=32023.1171.32
CRAModality Missing Rate (%)=10, Seeds=32023.1171.28
Text + Speech + Mocap CombinedEvaluation Protocol=77%-22% split, Modality=Multimodal2018.0471.04
OGM-GEModality=Text2023.1170.79
MMINModality Missing Rate (%)=20, Seeds=32023.1169.36
Late FusionModality Missing Rate (%)=20, Seeds=32023.1169.06
Late FusionModality=Text2023.1168.79
MLAModality Missing Rate (%)=30, Seeds=32023.1168.47
MCTNTesting Condition={a, t}2025.0768.34
IF-MMINModality Missing Rate (%)=20, Seeds=32023.1168.29
MCTNTesting Condition={t, v}2025.0767.84
TATEModality Missing Rate (%)=10, Seeds=32023.1167.84
ConcatModality=Text2023.1167.84
AEModality Missing Rate (%)=20, Seeds=32023.1167.4
CRAModality Missing Rate (%)=20, Seeds=32023.1167.34
MCULoRATesting Condition={a}2025.0767.3
IF-MMIMTesting Condition={t}2025.0767.02
MLAModality Missing Rate (%)=40, Seeds=32023.1167
MoMKETesting Condition={a, v}2025.0766.98
MMINTesting Condition={t}2025.0766.57
MoMKETesting Condition=Average2025.0766.51
FiLMModality=Text2023.1166.37
MMINModality Missing Rate (%)=30, Seeds=32023.1166.34
QMFModality Missing Rate (%)=30, Seeds=32023.1165.89
IF-MMIMTesting Condition={a, v}2025.0765.33
MRANTesting Condition={t}2025.0765.31
CCAModality Missing Rate (%)=10, Seeds=32023.1165.19
SumModality=Text2023.1165.16
BiGatedModality=Text2023.1165.16
Late FusionModality Missing Rate (%)=30, Seeds=32023.1164.89
MRANTesting Condition={a, v}2025.0764.7
MoMKETesting Condition={t}2025.0764.54
IF-MMIMTesting Condition=Average2025.0764.54
IF-MMINModality Missing Rate (%)=30, Seeds=32023.1164.17
MMINTesting Condition=Average2025.0764.1
MMINTesting Condition={a, v}2025.0763.99
MRANTesting Condition=Average2025.0763.97
MLAModality Missing Rate (%)=50, Seeds=32023.1163.48
MMINModality Missing Rate (%)=40, Seeds=32023.1163.3
TATEModality Missing Rate (%)=20, Seeds=32023.1163.22
CCAModality Missing Rate (%)=20, Seeds=32023.1162.6
MCTNTesting Condition={t}2025.0762.42
QMFModality Missing Rate (%)=40, Seeds=32023.1162.27
CRAModality Missing Rate (%)=30, Seeds=32023.1162.24
TATEModality Missing Rate (%)=30, Seeds=32023.1162.19
AEModality Missing Rate (%)=30, Seeds=32023.1162.02
DCCAEModality Missing Rate (%)=10, Seeds=32023.1161.66
Late FusionModality Missing Rate (%)=40, Seeds=32023.1161.09
MMINModality Missing Rate (%)=50, Seeds=32023.1160.54
TATEModality Missing Rate (%)=40, Seeds=32023.1160.36
IF-MMINModality Missing Rate (%)=40, Seeds=32023.1160.13
CCAModality Missing Rate (%)=30, Seeds=32023.1159.35
MLAModality Missing Rate (%)=60, Seeds=32023.1159.17
MCTNTesting Condition=Average2025.0758.94
TATEModality Missing Rate (%)=50, Seeds=32023.1158.74
TATEModality Missing Rate (%)=60, Seeds=32023.1157.99
QMFModality Missing Rate (%)=50, Seeds=32023.1157.94
DCCAEModality Missing Rate (%)=20, Seeds=32023.1157.67
MMINModality Missing Rate (%)=60, Seeds=32023.1157.52
IF-MMINModality Missing Rate (%)=50, Seeds=32023.1157.45
DCCAModality Missing Rate (%)=10, Seeds=32023.1157.25
AEModality Missing Rate (%)=40, Seeds=32023.1157.24
CRAModality Missing Rate (%)=40, Seeds=32023.1157.04
MoMKETesting Condition={a}2025.0756.97
MMINTesting Condition={a}2025.0756.58
Late FusionModality Missing Rate (%)=50, Seeds=32023.1156.48
MCTNTesting Condition={a, v}2025.0756.34