Official websites use .gov
A
.gov website belongs to an official
government organization in the United States.
Secure .gov websites use HTTPS
A lock (
) or https:// means you've safely
connected to the .gov website. Share sensitive
information only on official, secure websites.
Comparison of the average time taken to compute PIs for one image using conventional TDA tools and the proposed PI-Net model. The time reported is averaged over all images present in. the training set of each dataset.
| Method | Time (10−3 seconds) | |
|---|---|---|
| CIFAR10 (50000 images) | SVHN (73257 images) | |
| Conventional TDA - CPU | 3567.29±867.74 | 3433.06±622.21 |
| PI-Net - CPU | 125.45±5.30 | 125.49±5.34 |
| PI-Net - GPU | 2.52±0.02 | 2.19±0.02 |
