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 |
11.11 |
50.27 |
0.01 |
38.32 |
15.42 |
1144 |
679 |
1823 |
60 |
8.274 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
10.10 |
77.26 |
0.01 |
32.19 |
15.07 |
1414 |
599 |
2013 |
60 |
12.774 |
ONR-CL-6360-regNetx-200mf |
8.60 |
28.07 |
0.01 |
38.56 |
17.16 |
1081 |
584 |
1665 |
60 |
4.585 |
TFL-CL-0000-mobileNetV1-mlperf |
11.25 |
24.85 |
0.01 |
38.56 |
17.13 |
1006 |
591 |
1597 |
60 |
4.051 |
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 |
4.88 |
24.93 |
0.01 |
10.88 |
24.79 |
9.60 |
728 |
404 |
1132 |
30 |
8.201 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
6.44 |
38.35 |
0.01 |
10.90 |
24.80 |
9.21 |
870 |
363 |
1233 |
30 |
12.668 |
ONR-CL-6360-regNetx-200mf |
4.85 |
14.16 |
0.01 |
10.88 |
24.79 |
8.78 |
697 |
350 |
1047 |
30 |
4.622 |
TFL-CL-0000-mobileNetV1-mlperf |
5.31 |
12.50 |
0.01 |
10.88 |
24.78 |
8.77 |
657 |
351 |
1008 |
30 |
4.071 |