Multimodal Sentiment Analysis: Addressing Key Issues and Setting up the Baselines
TABLE IV: Accuracy reported for speaker-exclusive classification. IEMOCAP: 10-fold speaker-exclusive average. MOUD: 5-fold speaker-exclusive average. MOSI: 5-fold speaker-exclusive average. Legend: A represents Audio, V represents Video, T represents Text.
['Modality Combination', 'IEMOCAP SVM', 'IEMOCAP bc-LSTM', 'MOUD SVM', 'MOUD bc-LSTM', 'MOSI SVM', 'MOSI bc-LSTM']
We evaluated SVM and bc-LSTM fusion with MOSI, MOUD, and IEMOCAP dataset. So, it is very apparent that consideration of context in the classification process has substantially boosted the performance.