Is Complex Training Necessary for Long-Tailed OOD Detection? A Re-think from Feature Geometry

Ningkang Peng, Xuanming Chen, Yanhui Gu

Long-tailed out-of-distribution (LT-OOD) detection is often addressed with specialized training, including auxiliary out-of-distribution (OOD) data, abstention heads, contrastive o…