Abstract: Programming based approaches to reasoning tasks have substantially expanded the types of questions models can answer about visual scenes. Yet on benchmark visual reasoning data, when models ...

Abstract: In the digital era, assessing image aesthetics has become essential for various applications, including photography ranking, content recommendation, and human-computer interaction. However, ...