arxivcs.CV2026-06-30
AEGIS: A Multi-Task Joint-Embedding Predictive Architecture for Mammography
Scott Chase Waggener, Sai Karthik Navuluru, Lakshman Tamil
We present Aegis, a joint-embedding predictive architecture for breast cancer detection and density assessment in mammography. We train three Vision Transformer variants (Small/Base/Large) using self-supervised joint-embedding predictive architecture (JEPA) pre-training on 71,103…