Incorporating End-to-End Speech Recognition Models for Sentiment Analysis

no code implementations • 28 Feb 2019 • Egor Lakomkin, Mohammad Ali Zamani, Cornelius Weber, Sven Magg, Stefan Wermter

We argue that using ground-truth transcriptions during training and evaluation phases leads to a significant discrepancy in performance compared to real-world conditions, as the spoken text has to be recognized on the fly and can contain speech recognition mistakes.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +4

On the Robustness of Speech Emotion Recognition for Human-Robot Interaction with Deep Neural Networks

no code implementations • 6 Apr 2018 • Egor Lakomkin, Mohammad Ali Zamani, Cornelius Weber, Sven Magg, Stefan Wermter

Speech emotion recognition (SER) is an important aspect of effective human-robot collaboration and received a lot of attention from the research community.

Data Augmentation Speech Emotion Recognition

EmoRL: Continuous Acoustic Emotion Classification using Deep Reinforcement Learning

no code implementations • 3 Apr 2018 • Egor Lakomkin, Mohammad Ali Zamani, Cornelius Weber, Sven Magg, Stefan Wermter

Acoustically expressed emotions can make communication with a robot more efficient.

Classification Emotion Classification +3