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 |
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 |
18.74 |
4.27 |
10.69 |
1027 |
596 |
1623 |
26.45 |
38.36 |
17.20 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
60 |
19.60 |
7.75 |
11.69 |
1084 |
619 |
1703 |
47.71 |
41.30 |
16.31 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
60 |
18.99 |
3.65 |
12.56 |
1000 |
603 |
1603 |
22.69 |
38.43 |
17.20 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
60 |
22.86 |
11.89 |
10.69 |
1402 |
605 |
2007 |
72.77 |
32.41 |
15.16 |
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 (%) |
MSC_0 (%) |
MSC_1 (%) |
VISS (%) |
|---|---|---|---|---|---|---|---|---|---|---|---|
ONR-CL-6360-regNetx-200mf |
30 |
20.96 |
4.22 |
7.09 |
675 |
357 |
1032 |
13.06 |
24.12 |
8.68 |
11.27 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
24.53 |
7.58 |
6.74 |
700 |
347 |
1074 |
23.31 |
24.05 |
9.47 |
11.27 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
20.40 |
3.64 |
3.23 |
650 |
353 |
1003 |
11.28 |
24.14 |
8.68 |
11.27 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
27.88 |
11.71 |
4.64 |
859 |
363 |
1222 |
35.80 |
23.97 |
9.06 |
11.27 |