A New Few-Shot Classification Benchmark with Spurious Correlation: MetaCoCo

MetaCoCo, a large-scale benchmark with spurious-correlation shifts collected from real-world scenarios, is presented to facilitate the development of models robust to spurious-correlation shifts in few-shot classification.