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 |
58.33 |
23.00 |
0.00 |
35.72 |
15.16 |
959 |
631 |
1590 |
60 |
3.724 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
58.53 |
31.00 |
0.00 |
35.38 |
14.83 |
1251 |
609 |
1860 |
60 |
5.084 |
ONR-CL-6360-regNetx-200mf |
58.04 |
16.00 |
1.00 |
36.31 |
16.43 |
952 |
605 |
1557 |
60 |
2.557 |
TFL-CL-0000-mobileNetV1-mlperf |
59.51 |
11.00 |
1.00 |
36.24 |
16.47 |
991 |
617 |
1608 |
60 |
1.600 |
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 |
5.26 |
12.00 |
1.00 |
9.33 |
17.58 |
8.18 |
627 |
377 |
1004 |
30 |
3.700 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
4.80 |
16.00 |
0.00 |
9.33 |
17.56 |
7.95 |
769 |
364 |
1133 |
30 |
5.049 |
ONR-CL-6360-regNetx-200mf |
3.39 |
8.00 |
0.00 |
9.33 |
17.54 |
7.69 |
615 |
356 |
971 |
30 |
2.551 |
TFL-CL-0000-mobileNetV1-mlperf |
5.71 |
5.00 |
1.00 |
9.33 |
17.57 |
7.70 |
629 |
358 |
987 |
30 |
1.595 |