OpenCodePapers

speech-emotion-recognition-on-crema-d

Speech Emotion Recognition
Dataset Link
Results over time
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Leaderboard
PaperCodeAccuracyModelNameReleaseDate
Accuracy enhancement method for speech emotion recognition from spectrogram using temporal frequency correlation and positional information learning through knowledge transfer✓ Link94.07Vertically long patch ViT2024-03-26
BigSSL: Exploring the Frontier of Large-Scale Semi-Supervised Learning for Automatic Speech Recognition88.2ConformerXL-P2021-09-27
CoordViT: A Novel Method of Improve Vision Transformer-Based Speech Emotion Recognition using Coordinate Information Concatenate82.96CoordViT2023-03-10
Learning Rate Curriculum✓ Link70.95SepTr + LeRaC2022-05-18
SepTr: Separable Transformer for Audio Spectrogram Processing✓ Link70.47SepTr2022-03-17
Self-paced ensemble learning for speech and audio classification68.12ResNet-18 + SPEL2021-03-22
AST: Audio Spectrogram Transformer✓ Link67.81ViT2021-04-05
Non-linear Neurons with Human-like Apical Dendrite Activations✓ Link65.15ResNet-18 + PyNADA2020-02-02
Visually Guided Self Supervised Learning of Speech Representations55.01GRU2020-01-13