Medical AI Trust Pipeline

Grad-CAM Feature Attribution & Segmentation Alignment

01 // INPUT 02 // GRAD-CAM PIPELINE 03 // CLINICAL TRUST VALIDATION IMAGE f(x) dy/dA alpha ACTIVATIONS SUM GT MASK CAM MAP IoU CALC MRI INPUT FWRD HOOK BKWD HOOK GAP GRADS ReLU(Σ w·A) WEIGHTED SUM GRAD-CAM MAP SEG MASK OVERLAP VIEW ! MISMATCH IND
Pipeline Monitor

Click any stage or connection node to inspect deep clinical trust metrics and data hook specifications.