AI RESEARCH

Noise Injection: Improving Out-of-Distribution Generalization for Limited Size Datasets

arXiv CS.CV

ArXi:2511.03855v2 Announce Type: replace Deep learned (DL) models for image recognition have been shown to fail to generalize to data from different devices, populations, etc. COVID-19 detection from Chest X-rays (CXRs), in particular, has been shown to fail to generalize to out-of-distribution (OOD) data from new clinical sources not covered in the