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ResearchFormerly WizWand

Speech Emotion Recognition on IEMOCAP Speaker-Independent (test)

73.01WAPF-hbt-large
63.046865.633468.2270.8066Nov 4, 2021
Updated 8mo ago

Evaluation results

MethodLinks
PF-hbt-largeFine-tuning strategy=Partial, Backbone architecture=HuBERT, Model scale=Large, ASR fine-tuning=No2021.1173.01
PF-hbt-large-960hFine-tuning strategy=Partial, Backbone architecture=HuBERT, Model scale=Large, ASR fine-tuning=960h2021.1172.98
EF-hbt-large-960hFine-tuning strategy=Entire, Backbone architecture=HuBERT, Model scale=Large, ASR fine-tuning=960h2021.1172.71
EF-hbt-largeFine-tuning strategy=Entire, Backbone architecture=HuBERT, Model scale=Large, ASR fine-tuning=No2021.1172.31
Attention Pooling2021.1171.75
PF-w2v-largeFine-tuning strategy=Partial, Backbone architecture=wav2vec 2.0, Model scale=Large, ASR fine-tuning=No2021.1170.99
EF-w2v-largeFine-tuning strategy=Entire, Backbone architecture=wav2vec 2.0, Model scale=Large, ASR fine-tuning=No2021.1170.96
EF-w2v-baseFine-tuning strategy=Entire, Backbone architecture=wav2vec 2.0, Model scale=Base, ASR fine-tuning=No2021.1170.75
PF-w2v-baseFine-tuning strategy=Partial, Backbone architecture=wav2vec 2.0, Model scale=Base, ASR fine-tuning=No2021.1170.21
EF-hbt-baseFine-tuning strategy=Entire, Backbone architecture=HuBERT, Model scale=Base, ASR fine-tuning=No2021.1169.83
PF-hbt-baseFine-tuning strategy=Partial, Backbone architecture=HuBERT, Model scale=Base, ASR fine-tuning=No2021.1169.68
PF-w2v-large-960hFine-tuning strategy=Partial, Backbone architecture=wav2vec 2.0, Model scale=Large, ASR fine-tuning=960h2021.1169.08
PF-w2v-base-960hFine-tuning strategy=Partial, Backbone architecture=wav2vec 2.0, Model scale=Base, ASR fine-tuning=960h2021.1168.34
EF-w2v-large-960hFine-tuning strategy=Entire, Backbone architecture=wav2vec 2.0, Model scale=Large, ASR fine-tuning=960h2021.1168.18
Frozen-hbt-largeFine-tuning strategy=Frozen, Backbone architecture=HuBERT, Model scale=Large2021.1167.62
Frozen-w2v-largeFine-tuning strategy=Frozen, Backbone architecture=wav2vec 2.0, Model scale=Large2021.1165.64
Frozen-hbt-baseFine-tuning strategy=Frozen, Backbone architecture=HuBERT, Model scale=Base2021.1164.92
EF-w2v-base-960hFine-tuning strategy=Entire, Backbone architecture=wav2vec 2.0, Model scale=Base, ASR fine-tuning=960h2021.1164.2
Frozen-w2v-baseFine-tuning strategy=Frozen, Backbone architecture=wav2vec 2.0, Model scale=Base2021.1163.43