12. Datasheet (TIOVX Apps)¶
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 Name |
MPU Load (%) |
C7x_0 Load (%) |
C7x_1 Load (%) |
MSC0 Load (%) |
MSC1 Load (%) |
DDR Read BW (MB/s) |
DDR Write BW (MB/s) |
DDR Total BW (MB/s) |
FPS |
Inference time (ms) |
|---|---|---|---|---|---|---|---|---|---|---|
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
35.62 |
52.47 |
0.01 |
36.28 |
15.84 |
1186 |
688 |
1874 |
60 |
8.628 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
35.62 |
78.31 |
0.01 |
26.77 |
15.05 |
1463 |
600 |
2063 |
60 |
12.940 |
ONR-CL-6360-regNetx-200mf |
33.91 |
30.22 |
0.01 |
34.34 |
16.78 |
1133 |
594 |
1727 |
60 |
4.940 |
TFL-CL-0000-mobileNetV1-mlperf |
34.98 |
25.38 |
0.01 |
34.35 |
16.78 |
1035 |
595 |
1630 |
60 |
4.130 |
12.2. Source : CSI Camera with VISS (imx219)¶
Model Name |
MPU Load (%) |
C7x_0 Load (%) |
C7x_1 Load (%) |
VISS Load (%) |
MSC0 Load (%) |
MSC1 Load (%) |
DDR Read BW (MB/s) |
DDR Write BW (MB/s) |
DDR Total BW (MB/s) |
FPS |
Inference time (ms) |
|---|---|---|---|---|---|---|---|---|---|---|---|
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
4.39 |
26.08 |
0.01 |
10.89 |
19.34 |
9.02 |
749 |
407 |
1156 |
30 |
8.600 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
0.56 |
2.93 |
0.01 |
0.81 |
2.24 |
1.01 |
241 |
27 |
268 |
2 |
12.869 |
ONR-CL-6360-regNetx-200mf |
4.29 |
11.63 |
0.01 |
8.43 |
14.96 |
6.55 |
590 |
274 |
864 |
23 |
4.910 |
TFL-CL-0000-mobileNetV1-mlperf |
2.92 |
11.09 |
0.01 |
9.47 |
16.83 |
7.37 |
604 |
306 |
910 |
26 |
4.144 |