REAL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Single Image Reflection Removal | Real20 (test) | PSNR27.58 | 70 | |
| Image Reflection Removal | Real20 | PSNR26.6 | 56 | |
| 6D Pose and Size Estimation | REAL275 | 5°5cm0.636 | 50 | |
| Static CT Reconstruction | Real (test) | PSNR37.2 | 24 | |
| Deraining | real (test) | FID44.49 | 17 | |
| Transmission Layer Separation | Real 20 images (test) | PSNR25.13 | 12 | |
| 3D Object Detection | REAL275 | mAP@IoU7543.9 | 12 | |
| Medical Image Classification | Real (last five rounds average) | BACC55.12 | 11 | |
| 6D Object Pose Estimation | REAL275 (test) | AR65.9 | 8 | |
| Novel view HDR synthesis | Real Dataset | PSNR26.49 | 8 | |
| Single-image reflection removal | Real 20 55 (test) | PSNR24.89 | 7 | |
| Medical Image Classification | Real (test) | Accuracy72.37 | 7 | |
| Reflection Removal | Real 20 (test) | MS-SSIM0.9396 | 6 | |
| Fence Removal | Real (test) | PSNR34.54 | 5 | |
| Automatic Post-Editing | Real En-De PBMT WMT17 (test) | BLEU70.1 | 5 | |
| Single-image reflection removal | Real | Win Rate57.32 | 4 | |
| Optimal Intervention Identification | Real ECON. OECD data (test) | Optimal Intervention Rate93.33 | 4 | |
| Multi-label Image Classification | ReaL | Top-1 Acc85 | 4 | |
| Novel View Synthesis | Real (test) | PSNR26.36 | 3 | |
| Image Deblurring | Real | PSNR25.33 | 3 | |
| Single Image Reflection Removal | Real20 | Average Success Rate91 | 3 | |
| QED prediction | REAL 100K (test) | RMSE0.072 | 3 | |
| logP prediction | REAL 100K (test) | RMSE0.539 | 3 | |
| Wall Detection | Real RGB-D (R1-R5) | R1 Score1 | 2 |
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