Saliency Prediction
A saliency map is a model that predicts eye fixations on a visual scene. Saliency prediction is informed by the human visual attention mechanism and predicts the possibility of the human eyes to stay in a certain position in the scene.
Papers
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Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | Transalnet | KL | 0.87 | — | Unverified |
| 2 | TempSAL | KL | 0.71 | — | Unverified |
| 3 | SSwin transformer | KL | 0.65 | — | Unverified |
| 4 | ECT-SAL | KL | 0.58 | — | Unverified |
| 5 | SUM | KL | 0.47 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SUM | AUC | 0.88 | — | Unverified |
| 2 | SalNAS-XL + Self-KD | AUC | 0.87 | — | Unverified |
| 3 | TempSAL | AUC | 0.87 | — | Unverified |
| 4 | MDS-ViTNet | AUC | 0.87 | — | Unverified |
| 5 | TranSalNet | AUC | 0.87 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SUM | AUC-Judd | 0.91 | — | Unverified |
| 2 | TranSalNet | AUC-Judd | 0.87 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SUM | KL | 0.27 | — | Unverified |