As shown clearly, our bimodal and trimodal AMA models achieve better performance than baselines in both V/A (visual or auditory, the testing data that have associated visual or auditory vectors) and ZS (zero-shot, the testing data that do not have associated visual or auditory vectors) region.
our models outperform baseline models on words with or without perceptual information.