Urban
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Denoising | Urban100 | PSNR37.41 | 308 | |
| Abundance Estimation | Urban-6 | RMSE4.82 | 63 | |
| Endmember Estimation | Urban-6 | SAD3.5 | 63 | |
| Super-Resolution | Urban bicubic downsampling (test) | PSNR24.05 | 60 | |
| Text-to-Image Retrieval | Urban-1K | R@198.8 | 40 | |
| Image-to-Text Retrieval | Urban1k | R@195.2 | 36 | |
| Image-to-Text Retrieval | Urban-1K | R@198 | 34 | |
| Hyperspectral Unmixing | Urban | MRSA Score7.9 | 20 | |
| Definition Modeling | Urban | BLEU36.16 | 18 | |
| Hyperspectral Image Super-Resolution | Urban | mPSNR30.47 | 15 | |
| Image-Text Retrieval | Urban 1k long-text | T2I Recall@188.6 | 11 | |
| Hyperspectral Image Reconstruction | Urban subimage HYDICE | RSNR28.28 | 10 | |
| Hyperspectral Image Super-Resolution | Urban 16 patches | mPSNR27.784 | 10 | |
| Text-to-Image Retrieval | Urban1k (test) | R@192.2 | 10 | |
| Hyperspectral Anomaly Detection | Urban | AUCF146.86 | 9 | |
| Hyperspectral Unmixing | Urban (test) | Relative Error (RE)0.0134 | 6 | |
| Blind Super-Resolution (x4) | Urban100 | PSNR24.71 | 6 | |
| Long-caption Image-to-Text Retrieval | Urban1K | Recall@198 | 4 | |
| Long-caption Text-to-Image Retrieval | Urban1K | Recall@197.6 | 4 | |
| SLAM | Urban-38 (Deceleration) | Time Shift (s)0.4599 | 4 | |
| SLAM | Urban-38 Constant speed | Time Shift (s)0.3447 | 4 | |
| SLAM | Urban-38 Zero-speed | Total Time Shift (sec)0.5298 | 4 | |
| SLAM | Urban-33 Constant speed | Total Time Shift (sec)0.2321 | 4 | |
| SLAM | Urban-33 Acceleration | Time Shift (s)0.2084 | 4 | |
| SLAM | Urban-33 Zero-speed | Time Shift (s)0.5566 | 4 |
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