- Analysing emotions using VREED dataset.
- VREED is a publicly available dataset on Kaggle. Download the dataset using this link - Kaggle .
- We are using feature extracted eye tracking data, ecg data and gsr data.
- Each modality is analyzed seperately (GSR, EYE, ECG).
- GSR+ECG+EYE.ipynb contains analysis of multimodal data.
- Visualization.ipynb contains visualization of videos used to collect vreed dataset.
- Multimodal approach worked better than individual modalities.
GSR+ECG+EYE | Quad_Cat | Arousal | Valence |
---|---|---|---|
Accuracy | 70% | 90% | 74% |
- Machine learning models like LGBM, LDA, Random Forest, Gradient Boosting Classifier gave better results.