ARSC 2022 Tutorial Session: Mr Li Junnan

During the 4 day event of ARSC 2022, Mr Li Junnan conducted technical workshop sessions on the tutorial topic, "Representation Learning Without Human Annotation".

Representation learning has been the key factor of success for many deep learning models. While conventional representation learning relies on a larger amount of human-annotated data, learning without human annotation has become the modern trend. This talk will introduce several key directions to advance representation learning with few human annotations, namely (1) self-supervised learning, (2) semi-supervised learning, and (3) webly-supervised vision-language pre-training. The talk will focus on state-of-the-art methods and recent developments.