Expand description
QSMGAN dipole inversion (onnx feature).
QSMGAN (Chen 2020) inverts the dipole with a 3D U-Net generator refined by a
Wasserstein GAN. Inference is patch-based with an increased receptive field: a
64³ local-field patch maps to a 48³ susceptibility patch (a centre crop baked
into the exported graph — the “i64o48” scheme). The network itself is the only
part in ONNX; this glue reproduces the authors’ recon.py pipeline:
- sign flip — the QSM-CI runner negates the local field before the net;
- tile by non-overlapping 48³ output patches, each fed a 64³ input patch (same centre, 8-voxel context margin, zero-padded at the volume edges);
input_scale = 100; output headtanh, soχ = atanh(clip(out)) / 10;- mask the result.
The input is the SEPIA-style local field in ppm (already background-removed).
Weights are not bundled; the caller passes the exported qsmgan.onnx bytes.
Constants§
- INPUT_
SCALE 🔒 - IPS 🔒
- OPS 🔒
- OUTPUT_
SCALE 🔒
Functions§
- qsmgan
- Run QSMGAN on a background-removed local field (ppm), column-major
(nx,ny,nz). Returns susceptibility (ppm), masked, in the same layout.