Table 3.
Comparison with the different approaches in terms of implementing efficiency on Pointer-10K49.
| Method | Parameters | MACs | Inference time | FPS |
|---|---|---|---|---|
| VDN49 | 34.01M | 29.11G | 38ms | 26 |
| Anam-Net61 | 5.10M | 80.63G | 43ms | 23 |
| UNet62 | 31.42M | 128.71G | 55ms | 18 |
| UNet++63 | 9.54M | 83.89G | 53ms | 19 |
| SegNet64 | 16.68M | 174.93G | 39ms | 25 |
| Enet65 | 0.67M | 5.09G | 46ms | 22 |
| LEDNet66 | 2.69M | 8.95G | 47ms | 21 |
| improved Unet++67 | 10.00M | 90.16G | 60ms | 17 |
| improved U-Net68 | 6.41M | 28.13G | 79ms | 12 |
| AFFormer69 | 5.26M | 11.42G | 41ms | 24 |
| EfficientSAM70 | 23.37M | 15.33G | 37ms | 27 |
| PIN(Ours) | 34.17M | 30.50G | 31ms | 32 |
Significant values are in bold.