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ResearchFormerly WizWand

Speech Emotion Recognition on IEMOCAP Speaker-Dependent (test)

79.58WA (%)PF-hbt-large
72.736874.513476.2978.0666Nov 4, 2021
Updated 8mo ago

Evaluation results

MethodLinks
PF-hbt-largeFine-tuning strategy=Partial, Backbone architecture=HuBERT, Model scale=Large, ASR fine-tuning=No2021.1179.58
PF-hbt-large-960hFine-tuning strategy=Partial, Backbone architecture=HuBERT, Model scale=Large, ASR fine-tuning=960h2021.1178.96
EF-hbt-large-960hFine-tuning strategy=Entire, Backbone architecture=HuBERT, Model scale=Large, ASR fine-tuning=960h2021.1178.78
EF-hbt-largeFine-tuning strategy=Entire, Backbone architecture=HuBERT, Model scale=Large, ASR fine-tuning=No2021.1178.52
PF-w2v-largeFine-tuning strategy=Partial, Backbone architecture=wav2vec 2.0, Model scale=Large, ASR fine-tuning=No2021.1177.47
PF-w2v-baseFine-tuning strategy=Partial, Backbone architecture=wav2vec 2.0, Model scale=Base, ASR fine-tuning=No2021.1177.02
EF-w2v-largeFine-tuning strategy=Entire, Backbone architecture=wav2vec 2.0, Model scale=Large, ASR fine-tuning=No2021.1177
PF-w2v-large-960hFine-tuning strategy=Partial, Backbone architecture=wav2vec 2.0, Model scale=Large, ASR fine-tuning=960h2021.1176.75
PF-hbt-baseFine-tuning strategy=Partial, Backbone architecture=HuBERT, Model scale=Base, ASR fine-tuning=No2021.1176.6
EF-hbt-baseFine-tuning strategy=Entire, Backbone architecture=HuBERT, Model scale=Base, ASR fine-tuning=No2021.1176.53
Head FusionBackbone architecture=ACNN2021.1176.18
EF-w2v-baseFine-tuning strategy=Entire, Backbone architecture=wav2vec 2.0, Model scale=Base, ASR fine-tuning=No2021.1175.9
PF-w2v-base-960hFine-tuning strategy=Partial, Backbone architecture=wav2vec 2.0, Model scale=Base, ASR fine-tuning=960h2021.1173.84
EF-w2v-base-960hFine-tuning strategy=Entire, Backbone architecture=wav2vec 2.0, Model scale=Base, ASR fine-tuning=960h2021.1173.64
EF-w2v-large-960hFine-tuning strategy=Entire, Backbone architecture=wav2vec 2.0, Model scale=Large, ASR fine-tuning=960h2021.1173