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ResearchFormerly WizWand

MOSEI

Benchmarks

TaskDatasetSOTA resultTrendResults

Multimodal Sentiment Analysis

MOSEI

0.486MAE

210

Multimodal Sentiment Analysis

MOSEI (test)

0.523MAE

49

Emotion Recognition

MOSEI

51.88Accuracy (7-Class)

26

Sentiment Analysis

MOSEI (test)

84.46Accuracy

20

Binary Sentiment Classification

MOSEI (test)

82.5Accuracy

16

Sentiment analysis

MOSEI official

86.73WAF Score

15

Multimodal Sentiment Analysis

MOSEI 2018b (test)

85.88Acc2 (pos/neg)

13

Active Modality Acquisition

MOSEI Text imputed by Image and Audio (test)

1.207AUROC

11

Active Modality Acquisition

MOSEI Image imputed by Text

99.5AUROC (Gfull)

11

Active Modality Acquisition

MOSEI Text imputed by Image

1.613AUROC (G_full)

11

Active Modality Acquisition

MOSEI Audio imputed by Image and Text (test)

1.215AUROC (G_full)

11

Active Modality Acquisition

MOSEI

1.478AUROC (G_full)

11

Active Modality Acquisition

MOSEI Audio imputed by Image

1.238AUROC

11

Active Modality Acquisition (Image imputed by Audio)

MOSEI

1.052AUROC

11

Active Modality Acquisition

MOSEI Image imputed by Text and Audio (test)

1.321AUROC (G_full)

11

Active Modality Acquisition

MOSEI Audio imputed by Text (test)

4.955AUROC

11

Active Modality Acquisition (Text imputed by Audio)

MOSEI

8.867AUROC

11

Sentiment Analysis

MOSEI (held-out)

72.4F1 Score

8

Sentiment Analysis (SEN)

MOSEI S

77.5Binary Weighted F1

7

Emotion Recognition (EMO)

MOSEI E

61.4Mean Weighted Accuracy

7

Streaming Social Task Detection

MOSEI

85.64Accuracy

7

Sentiment Classification

MOSEI (test)

85Accuracy (2 Class)

7

MOSEI

77Accuracy

6

Multi-label Classification

MOSEI

72.7F1 (Happy)

5

Binary Classification

MOSEI

71.7F1 (Happy)

5