Detecting Out-of-Distribution Examples with In-distribution Examples and Gram Matrices

Chandramouli Shama Sastry, Sageev Oore

When presented with Out-of-Distribution (OOD) examples, deep neural networks yield confident, incorrect predictions. Detecting OOD examples is challenging, and the potential risks…