Visual contextual perception and user emotional feedback in visual communication design

The efficacy demonstrated on dichotomous and multicategorical emotion image datasets underscores the capacity of the proposed approach to acquire more discriminative visual features, thereby enhancing the landscape of visual sentiment analysis. The elevated performance of the visual sentiment analysis method serves to catalyze innovative advancements in visual communication design, offering designers expanded prospects and possibilities.