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Chapter 6

Deep Learning Models for Card Grading (Explained Simply)

AI grading uses deep neural networks trained on millions of card images.

These models learn:

what a perfect edge looks like

what whitening looks like

how centering ratios vary by set

patterns of print defects

how different eras of cards age

AGS models include:

classification networks

segmentation networks

defect detection networks

regression scoring models

This creates grading decisions based on patterns humans cannot reliably detect.