| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DUTS (test) | S3ODNet | M (MAE)0.015 | 368 | 1mo ago | |
| ECSSD | SAM2-UNet | MAE0.02 | 249 | 25d ago | |
| HKU-IS | SAM2-UNet | MAE0.019 | 202 | 25d ago | |
| PASCAL-S | MAE0.034 | 196 | 1mo ago | ||
| PASCAL-S (test) | TE7 | MAE0.047 | 149 | 5mo ago | |
| DUT-OMRON | S3ODNet | MAE0.032 | 148 | 1mo ago | |
| HKU-IS (test) | M3Net-S | MAE0.019 | 137 | 5mo ago | |
| ECSSD (test) | GCPANet | S-measure (Sa)92.7 | 104 | 5mo ago | |
| DUT-OMRON (test) | EVPv2 | MAE0.04 | 92 | 5mo ago | |
| HRSOD (test) | F-beta0.986 | 78 | 4mo ago | ||
| NLPR (test) | DPANet | F-beta92.2 | 76 | 5mo ago | |
| DUTS | Usersal+ | F-beta Score95.7 | 74 | 25d ago | |
| HKU-IS 4,447 images (test) | SALT-DINOv3 | MAE0.017 | 69 | 19d ago | |
| ECSSD 1,000 images (test) | BED-SAM2 | MAE0.017 | 68 | 2mo ago | |
| PASCAL-S 850 images (test) | BED-SAM2 | MAE0.041 | 61 | 2mo ago | |
| USOD10k | DCGNet | S-alpha0.9314 | 60 | 23d ago | |
| FBMS (test) | TENet | MAE0.024 | 58 | 5mo ago | |
| DUT-O | LFNet | S-measure90.4 | 55 | 25d ago | |
| NLPR | Adaptive Predictor Fusion Network (APF) | MAE0.02 | 52 | 3mo ago | |
| NJUD | Adaptive Predictor Fusion Network (APF) | MAE2.9 | 52 | 3mo ago | |
| VT5000 | VSCode | S-Measure0.925 | 50 | 3mo ago | |
| RGBD135 (test) | Sx (Structure Measure)0.941 | 49 | 5mo ago | ||
| DAVIS S | BiRefNet | F_beta97.9 | 49 | 4mo ago | |
| ORSSD 2019 (test) | IPDiff | S-alpha95.57 | 47 | 19d ago | |
| EORSSD 2021 (test) | IPDiff | S-measure (S_alpha)94.61 | 47 | 19d ago |
