| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Salient Object Detection | ECSSD | MAE0.02 | 202 | |
| Salient Object Detection | ECSSD (test) | S-measure (Sa)92.7 | 104 | |
| Salient Object Detection | ECSSD 1,000 images (test) | MAE0.018 | 48 | |
| RGB saliency detection | ECSSD | F-measure (F_beta)96.6 | 25 | |
| Salient Object Detection | ECSSD 1000 | Max F-beta Score0.951 | 22 | |
| Saliency Detection | ECSSD 31 (test) | mIoU0.835 | 20 | |
| Salient Object Detection | ECSSD 41 (test) | MaxF94.5 | 20 | |
| XAI Evaluation | ECSSD | Area0.6741 | 16 | |
| Segmentation | ECSSD LQ-1 (unseen) | IoU81.6 | 15 | |
| Segmentation | ECSSD LQ-2 (unseen) | IoU0.797 | 15 | |
| Segmentation | ECSSD LQ-3 (unseen) | IoU74.1 | 15 | |
| Image Editing | ECSSD (test) | MSE23.45 | 13 | |
| Salient Object Detection | ECSSD 39 (test) | maxF93.9 | 13 | |
| Salient Object Detection | ECSSD 43 (test) | F-beta Score94 | 13 | |
| Interactive Segmentation | ECSSD LQ-1 | IoU88 | 12 | |
| Interactive Segmentation | ECSSD LQ-2 | IoU0.857 | 12 | |
| Interactive Segmentation | ECSSD LQ-3 | IoU80.1 | 12 | |
| Unsupervised Saliency Detection | ECSSD (test) | Max FB87.4 | 12 | |
| Unsupervised Image Saliency Detection | ECSSD 55 (test) | Accuracy94.4 | 11 | |
| Causal Explanations | ECSSD | Area0.7257 | 9 | |
| Salient Region Detection | ECSSD (test) | maxF0.913 | 9 | |
| XAI Evaluation | ECSSD (test) | Area0.5616 | 8 | |
| Segmentation | ECSSD Robustseg-Style Degradation (unseen) | IoU0.861 | 7 | |
| Image Segmentation | ECSSD | Running time per epoch (s)5.54 | 5 | |
| Image Segmentation | ECSSD (test) | Dice91.9 | 5 |