Guides, project breakdowns, and lessons learned from building medical imaging platforms — written by the PYCAD team.
Hang LV, myocardium, and RV overlays on cardiac MRI from a new scanner vendor without online weight updates that can hurt. Frozen multi-view PIE. Huang, arXiv:2609.21412.
Hang intimal vs medial subtype on head CT IAC masks without a visual score pass every time. Auto masks nearly match manual. Jin et al., arXiv:2609.16035.
Hang an infarct overlay on baseline NCCT alone and read NWU without CTP or DWI for delineation. Fine-tune when sites shift. Britt et al., arXiv:2609.20151.
Hang one FreqDINO++ stack so breast, thyroid, and fetal US get mask, class, box, and biometry without four specialist models. Xu et al., arXiv:2609.20340.
Frozen ultrasound lesion segmentor in, ordered gross-miss then FN then FP repair out. FAPR rebuilds the broken overlay without retraining Stage-1. Wang et al., arXiv:2609.18256.
Hang CHD chamber and vessel overlays that still look like chambers on a held-out CT cohort. In-distribution Dice can hide the break. Vijesh et al., arXiv:2609.17068.
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