MRI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Image Segmentation | MRI | Dice Coefficient0.76 | 18 | |
| MRI Super-Resolution | MRI (test) | PSNR32.13 | 17 | |
| Human Activity Recognition | mRi | Accuracy98 | 16 | |
| Interactive Medical Image Segmentation | MRI (Magnetic Resonance Imaging) | Dice0.854 | 16 | |
| Low-Rank Tensor Completion | MRI Sampling Rate 1% | MPSNR32.06 | 15 | |
| Low-Rank Tensor Completion | MRI Sampling Rate (0.5%) | MPSNR31.2 | 15 | |
| Low-Rank Tensor Completion | MRI Sampling Rate 0.3% | MPSNR29.91 | 15 | |
| Low-Rank Tensor Completion | MRI Sampling Rate 0.1% | MPSNR27.38 | 15 | |
| Whole Heart Segmentation | Client 4 MRI (test) | Dice (Myo)0.7088 | 7 | |
| Temporal Synchronization | mRi (test) | MAE0.47 | 7 | |
| Denoising | MRI sigma=0.25 | PSNR36.1 | 7 | |
| Denoising | MRI (sigma=0.20) | PSNR37.2 | 7 | |
| Denoising | MRI sigma=0.15 | PSNR38.55 | 7 | |
| Denoising | MRI sigma=0.10 | PSNR39.2 | 7 | |
| Denoising | MRI sigma=0.05 | PSNR40.53 | 7 | |
| Image Reconstruction | MRI Set2 (10% sampling) | SNR (dB)27.1 | 7 | |
| Image Reconstruction | MRI Set1 20% sampling | SNR (dB)27.41 | 7 | |
| Image Reconstruction | MRI Set1 (10% sampling) | SNR (dB)24.1 | 7 | |
| Medical Image Segmentation | MRI Transitional Zone | DSC0.11 | 6 | |
| Medical Image Segmentation | MRI Peripheral Zone | DSC2.79 | 6 | |
| Video-to-IMU Retrieval | mRi (subject-wise split) | Recall@192 | 4 | |
| IMU-to-Video Retrieval | mRi (subject-wise split) | R@194 | 4 | |
| Placenta Accreta Spectrum (PAS) Detection | MRI Internal independent (test) | Accuracy85 | 4 |
Showing 23 of 23 rows