Guides, project breakdowns, and lessons learned from building medical imaging platforms — written by the PYCAD team.
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.
Hang A4C echo cine and get EF from raw video. Explicit LV mask channels sit above the segmentation ceiling and do not beat direct regression. Khouzani et al., arXiv:2609.19730.
SonoBase hangs interactive ultrasound overlays from one foundation pretrained on SonoCorpus, then derives EF and fetal biometry that hold under device and site shift. Qin et al., arXiv:2609.19230.
IMVS couples an online-adapted 2D Slice Mask Adapter with a frozen Volume Mask Tracker so each scribble updates the model for the slices ahead across 8 CT/MRI datasets. Reen, Borkar, Mahapatra, arXiv:2609.16775.
One compact 3D NeuroTS-Net hangs enhancing, non-enhancing, cyst, and edema overlays on BraTS-PEDs mpMRI without external data or pretrained weights. Peteleaza et al., arXiv:2609.16873.
We build custom medical imaging platforms — advanced DICOM viewers, AI segmentation, and the clinical systems around them.
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