@misc{misc1e198b21, title = {Lessons learned from the NeurIPS 2021 MetaDL challenge: backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification}, author = {Baz, Adrian El and Ullah, Ihsan and Alcobaça, Edesio and Carvalho, André Carlos Ponce de Leon Ferreira de and Chen, Hong and Ferreira, Fábio and Gouk, Henry and Guan, Chaoyu and Guyon, Isabelle and Hospedales, Timothy and Hu, Shell and Huisman, Mike and Hutter, Frank and Liu, Zhengying and Mohr, Felix and Öztürk, Ekrem and Rijn, Jan N. van and Sun, Haozhe and Wang, Xin and Zhu, Wenwu}, year = {2022}, publisher = {Microtome Publishing}, booktitle = {Conference on Neural Information Processing Systems - NeurIPS} }