Autoencoder Reconstruction on BrainScape (test)
0LPIPSWDM-style DWT (1-stage)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| WDM-style DWT (1-stage)Training dataset=N/A, Comp=1/2, Chans=82026.05 | 0 | 100 | 100 | 82.63 | 0 | |
| DWT reference (2-stage)Training dataset=N/A, Comp=1/4, Chans=642026.05 | 0 | 100 | 100 | 76.61 | 0 | |
| MAISI VAE-GANTraining dataset=Public CT+MRI, Comp=1/4, Chans=42026.05 | 0.0415 | 96.75 | 99.53 | 32.55 | 0.0006 | |
| WF-SA-VAETraining dataset=BrainScape, Comp=1/4, Chans=42026.05 | 0.0634 | 96.46 | 99.47 | 30.79 | 0.0009 | |
| WF-VAETraining dataset=BrainScape, Comp=1/4, Chans=42026.05 | 0.0798 | 95.8 | 99.27 | 29.65 | 0.0012 | |
| VAE-GANTraining dataset=BrainScape, Comp=1/4, Chans=42026.05 | 0.1418 | 61.21 | 98.28 | 27.32 | 0.0026 | |
| LDM-VAETraining dataset=UK Biobank T1w MRI, Comp=1/8, Chans=32026.05 | 0.2334 | 86.41 | 95.44 | 22.98 | 0.0065 | |
| Wavelet VAETraining dataset=BrainScape, Comp=1/4, Chans=42026.05 | 0.2917 | 62.73 | 96.81 | 24.46 | 0.0038 | |
| ALDM VQ-GANTraining dataset=BraTS2021 / IXI2026.05 | 0.4739 | 79.62 | 82.43 | 16.86 | 0.5068 | |
| BrainSynth VQ-VAETraining dataset=Multi-study T1w MRI2026.05 | 0.627 | 66.31 | 81.06 | 19.91 | 0.0107 |