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 |
19.77 |
2.79 |
1.99 |
966 |
568 |
1534 |
18.0 |
38.17 |
13.46 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
60 |
19.71 |
3.82 |
1.05 |
852 |
602 |
1454 |
24.0 |
37.83 |
13.36 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
60 |
19.51 |
1.51 |
2.24 |
838 |
580 |
1418 |
10.00 |
38.06 |
13.44 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
60 |
19.77 |
5.14 |
1.50 |
1133 |
574 |
1701 |
32.0 |
37.91 |
13.37 |
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 |
15.64 |
2.81 |
5.61 |
649 |
351 |
1000 |
9.0 |
20.18 |
6.42 |
9.39 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
16.65 |
3.78 |
9.96 |
597 |
361 |
958 |
12.0 |
20.17 |
6.41 |
9.39 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
14.24 |
1.51 |
1.87 |
570 |
338 |
908 |
5.00 |
20.39 |
6.48 |
9.48 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
17.68 |
5.08 |
1.85 |
723 |
344 |
1067 |
16.0 |
20.40 |
6.48 |
9.51 |