REAL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Single Image Reflection Removal | Real20 (test) | PSNR27.58 | 77 | |
| Image Reflection Removal | Real20 | PSNR26.6 | 56 | |
| 6D Pose and Size Estimation | REAL275 | 5°5cm0.636 | 50 | |
| Seizure Frequency Extraction | Real 300 Pragmatic 1.0 | Micro Average Score0.832 | 28 | |
| Static CT Reconstruction | Real (test) | PSNR37.2 | 24 | |
| Seizure Frequency Extraction | Real 300 1.0 (Purist) | Micro Score77.6 | 21 | |
| Deraining | real (test) | FID44.49 | 17 | |
| Low-light image enhancement | REAL | PSNR24.51 | 15 | |
| RMFS Order Allocation and Robot Scheduling | Real-world Large (test) | Objective Value828.44 | 14 | |
| RMFS Order Allocation and Robot Scheduling | Real-world Small (test) | Objective Value618.62 | 14 | |
| Hyperspectral Image Super-Resolution | REAL Scale Factor x16 | PSNR32.28 | 13 | |
| Hyperspectral Image Super-Resolution | REAL Scale Factor x8 | PSNR37.23 | 13 | |
| Hyperspectral Image Super-Resolution | REAL Scale Factor x4 | PSNR42.05 | 13 | |
| Transmission Layer Separation | Real 20 images (test) | PSNR25.13 | 12 | |
| 3D Object Detection | REAL275 | mAP@IoU7543.9 | 12 | |
| Object Detection | Real (test) | mAP@0.5088.4 | 11 | |
| Medical Image Classification | Real (last five rounds average) | BACC55.12 | 11 | |
| Android Malware Detection | Real | AUT-Accuracy83.4 | 9 | |
| Causal Estimation | Real | MSA100 | 9 | |
| Reflection Removal | Real 20 v1 (test) | PSNR23.89 | 9 | |
| Reflection Removal | Real | PSNR25.95 | 8 | |
| 6D Object Pose Estimation | REAL275 (test) | AR65.9 | 8 | |
| Novel view HDR synthesis | Real Dataset | PSNR26.49 | 8 | |
| Clustering | Real benchmark | Average Runtime (s)4.2193 | 7 | |
| Synthetic Face Detection | REAL ID | Accuracy99.9 | 7 |
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