AI Based Object Redaction/Performance/Jetson Xavier NX: Difference between revisions
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== '''Xavier NX''' == | == '''Xavier NX''' == | ||
In this section, you will find the performance for the methods separated and for all of them together for a face redaction application on Jetson Xavier NX. | In this section, you will find the performance for the methods separated and for all of them together for a face redaction application on Jetson Xavier NX running Jetpack 5.1.1. | ||
=== GPU === | === GPU === | ||
* TensorRT | * TensorRT | ||
Latest revision as of 15:19, 9 January 2024
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Xavier NX
In this section, you will find the performance for the methods separated and for all of them together for a face redaction application on Jetson Xavier NX running Jetpack 5.1.1.
GPU
- TensorRT
| Image 1080p- 7 faces | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Platform | Xavier NX(6-core 20WMode ) | |||||||||||
| Method | Convert | Detect | Redact | |||||||||
| Stat | CPU% | GPU%/VRAM | Processing time | FPS | CPU% | GPU%/VRAM | Processing time | FPS | CPU% | GPU%/VRAM | Processing time | FPS |
| Value | All: 1.04% Core: 6.25% |
1.08% 85 MiB |
4.988 ms | 200.5 | All: 4.42% Core: 20.53% |
3.37% 85 MiB |
23.628 ms | 42 | All: 0.68% Core: 4.11% |
4.38% 85 MiB |
20.024 ms | 49.9 |
| Image 1080p- 7 faces | ||||
|---|---|---|---|---|
| Platform | Xavier NX(6-core 20WMode ) | |||
| Method | Apply | |||
| Stat | CPU% | GPU%/VRAM | Processing time | FPS |
| Value | All: 3.58% Core: 21.46% |
4.08% 85 MiB |
33.3 ms | 30 |
- CUDA
| Image 1080p- 7 faces | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Platform | Xavier NX(6-core 20WMode ) | |||||||||||
| Method | Convert | Detect | Redact | |||||||||
| Stat | CPU% | GPU%/VRAM | Processing time | FPS | CPU% | GPU%/VRAM | Processing time | FPS | CPU% | GPU%/VRAM | Processing time | FPS |
| Value | All: 1.05% Core: 6.3% |
1.039% 78 MiB |
5 ms | 200 | All: 5.03% Core: 30.17% |
4.46% 83 MiB |
27.78 ms | 36 | All: 0.8% Core: 4.83% |
4.8% 83 MiB |
20.307 ms | 49.2 |
| Image 1080p- 7 faces | ||||
|---|---|---|---|---|
| Platform | Xavier NX(6-core 20WMode ) | |||
| Method | Apply | |||
| Stat | CPU% | GPU%/VRAM | Processing time | FPS |
| Value | All: 5.41% Core: 32.43% |
4.68% 83 MiB |
35.851 ms | 27.9 |
CPU
| Image 1080p- 7 faces | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Platform | Xavier NX(Desktop Mode ) | |||||||||||||||||
| Method | Convert | Detect | Redact | |||||||||||||||
| Num threads | 1 | 4 | 1 | 4 | 1 | 4 | ||||||||||||
| Stat | CPU% | Processing time | FPS | CPU% | Processing time | FPS | CPU% | Processing time | FPS | CPU% | Processing Time | FPS | CPU% | Processing Time | FPS | CPU% | Processing time | FPS |
| Value | All: 23.36% Core: 140.17% |
2.738 ms | 365 | All: 23.33% Core: 139.97% |
2.723 ms | 367 | All: 13.67% Core: 82.04% |
157.073 ms | 6.36 | All: 41.42% Core: 248.51% |
94.265 ms | 10.61 | All: 14.68% Core: 88.07% |
239.640 ms | 4.17 | All: 14.67% Core: 88.04% |
236.452 ms | 4.23 |
| Image 1080p- 7 faces | ||||||
|---|---|---|---|---|---|---|
| Platform | Xavier NX(Desktop Mode ) | |||||
| Method | Apply | |||||
| Num threads | 1 | 4 | ||||
| Stat | CPU% | Processing time | FPS | CPU% | Processing time | FPS |
| Value | All: 17.13% Core: 102.77% |
395,855 ms | 2,53 | All: 27.16% Core: 162.94% |
331,721 ms | 3 |