ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning

1 code implementation • 26 Apr 2023 • Yi Rong, Xiongbo Lu, Zhaoyang Sun, Yaxiong Chen, Shengwu Xiong

With this definition, the ESPT-augmented FSL objective promotes learning more transferable feature representations that capture the local spatial features of different images and their inter-relational structural information in each input episode, thus enabling the model to generalize better to new categories with only a few samples.

Few-Shot Image Classification Few-Shot Learning +1