This repository hosts a comprehensive survey titled ‘Towards Open Vocabulary Learning’ published in IEEE T-PAMI 2024. It catalogs and organizes research on methods that enable visual recognition models to detect, segment, and classify arbitrary concepts beyond a predefined vocabulary, typically leveraging vision-language pretrained models. The awesome list serves as a reference collection for the computer vision and multimodal AI research community.