The EEG channels used. Green channels are reference electrodes.
The arousal-valence model used to measure emotion.
Scheme of a Inception Neural Network.
On the arousal-valence model, the first area includes high arousal positive valence (HAPV) emotions ranging from pleased to excited. Area 2 ranges from nervous to annoying emotions called high arousal negative valence (HANV). Area 3 consists of three negative emotions (sad, bored and sleepy) and can be represented as low arousal negative valence (LANV). The last area is called low arousal positive valence (LAPV) which includes calm to relaxed emotions.
Gameemo Dataset Dataset
Gameemo paper: Database for an emotion recognition system based on EEG signals and various computer games
InceptionV3 Neural network article: The Transfer/Domain/Few Shot Learning Model we used
Inception Nets Intro: Inception Nets Theory
Learn Keras with examples: Keras Example Codes
Friendly Intro to Wavelets: Wavelets and CNNs
A Background on the emotion classification problem: What is Emotion Classification?