Table 1.
Performance in PA image reconstruction (image size: ).
Reconstruction method | CPU time | GPU time | Total time | Memory usage | Cores usage |
---|---|---|---|---|---|
CPU (without parallel) | 29.5 s | — | 29.5 s | 8 MB from host memory | 1 CPU core |
CPU (with parallel) | 3.3 s | — | 3.3 s | 96 MB from host memory | 12 CPU cores |
GPU (traditional BP) by rows | 13 ms | 352 ms | 365 ms | 256 MB from GPU | 512 GPU cores |
GPU (traditional BP) whole image | Cannot be realized due to the insufficiency in memory | Unavailable 256 GB from GPU | 524,288 GPU cores | ||
GPU (optimized BP) whole image | 8 ms | 50 ms | 58 ms | 2 GB from GPU | 524,288 GPU cores |