UNesT —
Worker pipeline v2
Whole-brain 133-class segmentation — all compute (WASM + WebGPU) runs in a dedicated Web Worker so the page stays fully responsive during the multi-minute NestViT inference (~600 ms/patch × 343 patches on M1). ·
← v1 (main-thread)
✓ MONAI strict conformance:
whole-volume argmax
99.9999%
vs MONAI
SlidingWindowInferer
(MPS reference, 256³ T1w). Pipeline:
NormalizeIntensityd(nonzero=True) → (Z,Y,X)↔(X,Y,Z) transpose → tile-aware sliding window (96³, overlap 0.7, constant)
. Auto-verifies against
unest_full_ref_argmax.bin
if present.
⚠ Download size:
~340 MB of UNesT weights will be fetched below. Loading takes a few seconds over a fast connection.
① Init (WASM + model)
② Upload NIfTI (.nii / .nii.gz)
③ Run sliding window
④ Download seg.nii.gz
Log
Slice viewer
Slice z:
0
Normalized T1w
133-class seg
Overlay