Saliency Prediction Efficiency on Generic Efficiency Benchmark
0.56FLOPS (G)SalNAS-XS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SalNAS-XSInput Size=256 x 1922024.07 | 0.56 | 6.35 | 24.34 | 0.24 | 0.41 | 25.27 | 2,930 | |
| EEEA-Net-C2Input Size=256 x 1922024.07 | 0.59 | 4.57 | 17.54 | 0.26 | 0.44 | 28.57 | 3,042 | |
| OFA595Input Size=256 x 1922024.07 | 1.1 | 7.41 | 28.45 | 0.38 | 0.66 | 35.18 | 2,053 | |
| EfficientNet-B0Input Size=256 x 1922024.07 | 1.23 | 5.44 | 20.91 | 0.38 | 0.65 | 26.21 | 2,074 | |
| SalNAS-XLInput Size=384 x 2882024.07 | 3.88 | 20.98 | 80.42 | 1.95 | 3.35 | 43.53 | 497 | |
| EfficientNet-B4Input Size=384 x 2882024.07 | 7.5 | 20.41 | 78.35 | 0.76 | 1.5 | 63.9 | 474 | |
| EfficientNet-B7Input Size=384 x 2882024.07 | 18.89 | 69.51 | 266.34 | 4.59 | 7.87 | 75.92 | 478 | |
| SimpleNetInput Size=256 x 2562024.07 | 35.72 | 116.21 | 443.98 | 2.91 | 4.99 | 129.63 | 283 | |
| TranSalNetInput Size=384 x 2882024.07 | 47.64 | 76.56 | 292.89 | 5.53 | 9.49 | 152.51 | 171 | |
| SalFBNetInput Size=384 x 2242024.07 | 76.29 | 17.78 | 67.84 | 4.5 | 7.72 | 220.32 | 178 |