12. Datasheet (TIOVX Apps)¶
The performance measurements includes the following,
FPS : Effective framerate at which the application runs
Total time : Average time taken to process each frame, which includes pre-processing, inference and post-processing time
Inference time : Average time taken to infer each frame
CPU loading : Loading on different CPU cores present
DDR BW : DDR read and write BW used
HWA Loading : Loading on different Hardware accelerators present
Following are the latest performance numbers of the edgeai-tiovx-apps:
12.1. Source : Video¶
Model |
FPS |
Inference time (ms) |
A53 Load (%) |
DDR Read BW (MB/s) |
DDR Write BW (MB/s) |
DDR Total BW (MB/s) |
C7x Load (%) |
MSC_0 (%) |
MSC_1 (%) |
VISS (%) |
|---|---|---|---|---|---|---|---|---|---|---|
ONR-CL-6360-regNetx-200mf |
30 |
4.78 |
32.51 |
1128 |
596 |
1724 |
29.21 |
65.37 |
26.18 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
9.11 |
33.08 |
1587 |
747 |
2334 |
55.24 |
50.56 |
23.67 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
4.49 |
33.57 |
1251 |
607 |
1858 |
27.06 |
65.41 |
26.18 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
16.99 |
22.33 |
2796 |
509 |
3305 |
68.03 |
38.26 |
16.06 |
0 |
12.2. Source : CSI Camera with VISS (imx219)¶
Model |
FPS |
Inference time (ms) |
A53 Load (%) |
DDR Read BW (MB/s) |
DDR Write BW (MB/s) |
DDR Total BW (MB/s) |
C7x Load (%) |
MSC_0 (%) |
MSC_1 (%) |
VISS (%) |
|---|---|---|---|---|---|---|---|---|---|---|
ONR-CL-6360-regNetx-200mf |
30 |
4.73 |
5.02 |
710 |
355 |
1065 |
14.46 |
38.83 |
13.62 |
17.41 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
9.04 |
4.86 |
958 |
438 |
1396 |
27.45 |
37.85 |
14.73 |
17.64 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
4.50 |
5.06 |
774 |
359 |
1133 |
13.78 |
37.59 |
13.33 |
17.53 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
16.849 |
5.04 |
2227 |
443 |
2670 |
50.81 |
37.51 |
14.03 |
17.46 |