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 |
19.66 |
2.54 |
6.63 |
1079 |
611 |
1690 |
16.0 |
37.71 |
14.97 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
60 |
20.17 |
3.67 |
8.08 |
975 |
625 |
1600 |
23.0 |
37.69 |
13.32 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
60 |
19.68 |
1.53 |
9.53 |
945 |
615 |
1560 |
10.00 |
37.84 |
15.00 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
60 |
20.27 |
5.06 |
7.61 |
1266 |
604 |
1870 |
31.0 |
37.91 |
13.30 |
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 |
15.37 |
2.53 |
8.67 |
700 |
362 |
1062 |
8.0 |
20.30 |
7.51 |
9.46 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
16.87 |
3.62 |
6.82 |
659 |
376 |
1035 |
12.0 |
20.38 |
8.22 |
9.50 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
14.126 |
1.52 |
22.11 |
631 |
357 |
988 |
5.00 |
20.17 |
7.45 |
9.38 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
17.85 |
5.01 |
6.34 |
796 |
372 |
1168 |
16.0 |
20.36 |
7.89 |
9.50 |