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cs.CL2024
SER Evals: In-domain and Out-of-domain Benchmarking for Speech Emotion Recognition
Mohamed Osman, Daniel Z. Kaplan, Tamer Nadeem
Speech emotion recognition (SER) has made significant strides with the advent of powerful self-supervised learning (SSL) models. However, the generalization of these models to dive…
cs.CL2023
Towards Generalizable SER: Soft Labeling and Data Augmentation for Modeling Temporal Emotion Shifts in Large-Scale Multilingual Speech
Mohamed Osman, Tamer Nadeem, Ghada Khoriba
Recognizing emotions in spoken communication is crucial for advanced human-machine interaction. Current emotion detection methodologies often display biases when applied cross-corp…