Shallow Deep Learning Can Still Excel in Fine-Grained Few-Shot Learning. - Chaofei Qi; Chao Ye; Zhitai Liu; Weiyang Lin; Jianbin Qiu (CoRR, 2025)

MetaLab: Few-Shot Game Changer for Image Recognition. - Chaofei Qi; Zhitai Liu; Jianbin Qiu (CoRR, 2025)

Color as the Impetus: Transforming Few-Shot Learner. - Chaofei Qi; Zhitai Liu; Jianbin Qiu (CoRR, 2025)