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 |
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 |
3.078 |
10.98 |
1083 |
720 |
1803 |
24.0 |
47.05 |
16.83 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
60 |
4.012 |
12.0 |
916 |
740 |
1656 |
31.0 |
47.41 |
16.91 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
60 |
1.632 |
12.89 |
925 |
740 |
1665 |
13.00 |
47.09 |
16.83 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
60 |
5.47 |
11.97 |
1264 |
705 |
1969 |
42.0 |
47.43 |
16.91 |
0 |
12.2. Source : CSI Camera with VISS (imx219)¶
Model |
FPS |
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 |
3.098 |
1.08 |
549 |
341 |
890 |
10.0 |
20.23 |
6.63 |
9.32 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
3.974 |
1.21 |
489 |
362 |
851 |
12.0 |
20.64 |
6.61 |
9.36 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
1.634 |
0.97 |
473 |
343 |
816 |
5.00 |
20.67 |
6.60 |
9.34 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
5.431 |
0.36 |
625 |
354 |
979 |
17.0 |
20.68 |
6.61 |
9.35 |