HCP
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Fixel-based analysis | HCP 8 subjects (test) | FOD ACC80.7 | 36 | |
| Mental state decoding | HCP (test) | Accuracy94.8 | 36 | |
| Image Registration | HCP | Dice Score80.5 | 34 | |
| Sex Classification | HCP | Accuracy96.28 | 27 | |
| Brain Tissue Segmentation | HCP | Dice (%)85.03 | 24 | |
| Fixel-based analysis | HCP 8 subjects | FOD ACC85.6 | 21 | |
| fMRI Task Classification | HCP Task fMRI (5 splits) | Accuracy90.1 | 21 | |
| dMRI intensity inference | HCP single-shell (b=3000) (test) | Absolute Error23.7 | 18 | |
| dMRI intensity inference | HCP single-shell (b=1000) (test) | Absolute Error41.88 | 18 | |
| dMRI intensity inference | HCP b=2000 shell (eight subjects) | PSNR40.51 | 18 | |
| dMRI intensity inference | HCP b=2000s/mm² shell (test) | Absolute Error (AE)28.32 | 18 | |
| dMRI intensity inference | HCP b=2000 shell (test) | MSSIM0.99 | 18 | |
| dMRI Synthesis | HCP Arbitrary b_n condition S1200 (test) | SSIM (%)84.27 | 16 | |
| Brain Network Classification | HCPA CORR (test) | Accuracy97.92 | 16 | |
| Compressed sensing | HCP T2w | PSNR32.72 | 15 | |
| MRI Reconstruction | HCP | PSNR (dB)45.1545 | 15 | |
| Task Classification | HCP-Task | Accuracy98.2 | 14 | |
| Cognitive intelligence prediction | HCP (test) | R0.41 | 13 | |
| Regression | HCP-WM | MAE0.751 | 11 | |
| Tractography (Corpus Callosum) | HCP (test) | Dice77.4 | 10 | |
| Tractography (Arcuate Fasciculus) | HCP (test) | Dice74.1 | 10 | |
| Bias Field Correction | HCP | PSNR28.8 | 9 | |
| MR Bias Field Correction | HCP | CVGM0.094 | 9 | |
| dMRI Synthesis | HCP b_n = 3000 s/mm² condition S1200 (test) | SSIM0.8144 | 8 | |
| dMRI Synthesis | HCP b_n = 1000 s/mm² condition S1200 (test) | SSIM (%)87.64 | 8 |
Showing 25 of 63 rows