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 (%) |
C7x_2 Load (%) |
C7x_3 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 |
2.24 |
24.00 |
0.00 |
0.00 |
0.00 |
38.58 |
13.70 |
831 |
587 |
1418 |
60 |
3.896 |
|
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
1.87 |
32.00 |
0.00 |
0.00 |
0.00 |
38.61 |
13.70 |
1121 |
563 |
1684 |
60 |
5.245 |
|
ONR-CL-6360-regNetx-200mf |
1.75 |
19.00 |
1.00 |
1.00 |
1.00 |
38.34 |
13.64 |
1.63 |
979 |
570 |
1549 |
60 |
2.94 |
TFL-CL-0000-mobileNetV1-mlperf |
2.25 |
10.00 |
0.00 |
0.00 |
0.00 |
38.51 |
13.72 |
1.63 |
850 |
589 |
1439 |
60 |
1.582 |
12.2. Source : CSI Camera with VISS (imx219)¶
Model Name |
MPU Load (%) |
C7x_0 Load (%) |
C7x_1 Load (%) |
C7x_2 Load (%) |
C7x_3 Load (%) |
VISS Load (%) |
MSC0 Load (%) |
MSC1 Load (%) |
MSC1_1 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 |
1.08 |
12.00 |
0.00 |
0.00 |
0.00 |
9.26 |
21.69 |
6.61 |
1.79 |
588 |
368 |
956 |
30 |
3.863 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
0.72 |
16.00 |
1.00 |
1.00 |
0.00 |
9.26 |
21.69 |
6.61 |
1.43 |
722 |
345 |
1067 |
30 |
5.201 |
ONR-CL-6360-regNetx-200mf |
0.96 |
10.00 |
0.00 |
0.00 |
0.00 |
9.26 |
21.67 |
6.60 |
1.04 |
636 |
337 |
973 |
30 |
2.954 |
TFL-CL-0000-mobileNetV1-mlperf |
0.72 |
5.00 |
0.00 |
1.00 |
1.00 |
9.26 |
21.65 |
6.59 |
1.05 |
579 |
347 |
926 |
30 |
1.589 |