WAON: A Large-Scale Japanese Image-Text Dataset for Cultural Adaptation in Contrastive Vision-Language Models
Researchers tested if large-scale pretraining alone is enough for vision-language models to understand Japanese culture. They created WAON, a massive native Japanese image-text dataset, and found that fine-tuning on this data significantly outperforms fine-tuning on translated English data when evaluating cultural understanding.