| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Austria profile | Reconstruction Time (s)0.85 | 60 | 3mo ago | ||
| ShapeNet In-Context | DeformPIC | CD L12.2 | 59 | 1mo ago | |
| Transfer Learning Few-shot | IPTR | MAE0.0614 | 25 | 3mo ago | |
| WED 256x256 (test) | HyperDn (ours) | Reconstruction PSNR (dB)31.1 | 21 | 13d ago | |
| Replica average over 8 scenes | TSDF | Accuracy (Dist)1.56 | 21 | 3mo ago | |
| ScanObjectNN | PCoTTA | CD (Round 1)8.9 | 19 | 3mo ago | |
| SMK | DUFS | RMSE0.68 | 18 | 3mo ago | |
| SRBCT | Our | RMSE0.75 | 18 | 3mo ago | |
| PROSTATE | RMSE0.71 | 18 | 3mo ago | ||
| LUNG | DUFS | RMSE0.77 | 18 | 3mo ago | |
| GLIOMA | Our | RMSE0.69 | 18 | 3mo ago | |
| warpPIE10P | Our | RMSE0.25 | 18 | 3mo ago | |
| PIX10 | Our | RMSE0.39 | 18 | 3mo ago | |
| Jaffe | Our | RMSE0.22 | 18 | 3mo ago | |
| Yale | RMSE0.5 | 18 | 3mo ago | ||
| COIL-20 | RMSE0.27 | 18 | 3mo ago | ||
| PCMAC | RMSE0.78 | 18 | 3mo ago | ||
| Madelon | RMSE0.28 | 18 | 3mo ago | ||
| SAEBench held-out data | SAE | MSE0.03 | 16 | 21d ago | |
| Replica instance segmentation setting | DM-NeRF | PSNR40.66 | 16 | 3mo ago | |
| CIFAR10 (test) | Topo-UNet | MSE0.0012 | 16 | 21d ago | |
| StreetLearn HDR converted (test) | Ours (VENI) | PSNR22.68 | 15 | 3mo ago | |
| Cylinder Flow (test) | Relative MSE0.0276 | 12 | 3mo ago | ||
| Eagle (test) | ECHO | Relative MSE0.171 | 12 | 3mo ago | |
| Shallow-Water (test) | ECHO | Relative MSE0.0178 | 12 | 3mo ago |
