The Impact of Longitudinal Mammogram Alignment on Breast Cancer Risk Assessment

arXiv:2511.08328 · cs.CV · Submitted 2025-11-11 · Read on arXiv

cs.CV

Submitted: 2025-11-11

Updated: 2026-10-12

Code: https://github.com/sot176/Mammogram_

Terminology

• Alignment — 8× in this paper · explained in 1 episode
• Accuracy — 2× in this paper · explained in 1 episode
• Alignment Methods — 1× in this paper · explained in 1 episode
• Regularization — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• Adam: A Method for Stochastic Optimization
• VMRA-MaR: An Asymmetry-Aware Temporal Framework for Longitudinal Breast Cancer Risk Prediction
• Reconsidering Explicit Longitudinal Mammography Alignment for Enhanced Breast Cancer Risk Prediction
• A new Time-decay Radiomics Integrated Network (TRINet) for short-term breast cancer risk prediction

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