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 |
Total time (ms) |
Inference time (ms) |
A72 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 |
60 |
19.19 |
2.43 |
12.56 |
1058 |
637 |
1695 |
15.0 |
37.69 |
16.27 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
60 |
19.57 |
3.88 |
9.09 |
1088 |
654 |
1742 |
24.0 |
37.67 |
14.31 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
60 |
19.89 |
1.51 |
6.70 |
968 |
635 |
1603 |
10.0 |
37.67 |
16.30 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
60 |
19.89 |
5.27 |
9.00 |
1171 |
628 |
1799 |
33.00 |
37.68 |
14.12 |
0 |
12.2. Source : CSI Camera with VISS (imx219)¶
Model |
FPS |
Total time (ms) |
Inference time (ms) |
A72 Load (%) |
DDR Read BW (MB/s) |
DDR Write BW (MB/s) |
DDR Total BW (MB/s) |
C7x Load (%) |
C66_1 Load (%) |
C66_2 Load (%) |
MSC_0 (%) |
MSC_1 (%) |
VISS (%) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ONR-CL-6360-regNetx-200mf |
30 |
16.29 |
2.41 |
10.20 |
633 |
358 |
991 |
8.00 |
20.71 |
7.96 |
9.57 |
||
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
17.89 |
3.81 |
5.41 |
649 |
373 |
1022 |
12.0 |
20.81 |
8.69 |
9.63 |
||
TFL-CL-0000-mobileNetV1-mlperf |
30 |
15.39 |
1.51 |
29.06 |
581 |
354 |
935 |
5.0 |
20.51 |
7.89 |
9.47 |
||
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
19.11 |
5.27 |
3.03 |
695 |
364 |
1059 |
17.0 |
20.78 |
8.35 |
9.62 |