Diffusion Tensor Field Reconstruction on HCP Young Adult 12 (test)
36.45Dxx PSNRTensorLDM
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TensorLDMNetwork Architecture=3D, Training=Joint Component Fine-tuning2026.06 | 36.45 | 99 | 36.58 | 99 | 36.75 | 99 | 29.301 | 72 | 29.791 | 82 | 30.111 | 83 | 0.33 | |
| Diff-DTINetwork Architecture=2D slice-based2026.06 | 35.86 | 98 | 36.27 | 98 | 36.16 | 98 | 21.221 | 65 | 20.641 | 65 | 19.751 | 61 | 0.49 | |
| ResViTNetwork Architecture=3D2026.06 | 30.85 | 94 | 30.93 | 94 | 30.97 | 94 | 25.941 | 73 | 25.611 | 73 | 27.261 | 79 | 0.57 | |
| SuperDTINetwork Architecture=2D slice-based2026.06 | 30.49 | 94 | 30.46 | 94 | 30.56 | 94 | 20.841 | 61 | 20.361 | 61 | 19.751 | 58 | 0.71 | |
| Pix2PixNetwork Architecture=3D2026.06 | 29.92 | 93 | 30.02 | 93 | 30.05 | 93 | 24.871 | 70 | 24.301 | 69 | 26.191 | 77 | 0.66 | |
| ADEType=Analytic Diagonal Estimation (Non-learning)2026.06 | 29.71 | 92 | 30.22 | 93 | 29.84 | 92 | 24.031 | 64 | 23.391 | 64 | 23.431 | 63 | 0.65 | |
| LDMNetwork Architecture=3D, Variant=Vanilla Conditional2026.06 | 26.32 | 85 | 26.13 | 85 | 26.24 | 85 | 26.181 | 76 | 25.661 | 75 | 25.531 | 75 | 0.7 | |
| CycleGANNetwork Architecture=3D2026.06 | 25.25 | 81 | 25.2 | 82 | 25.22 | 81 | 21.411 | 60 | 21.251 | 60 | 22.801 | 65 | 1 |