11. Datasheet (Optiflow)¶
The performance measurements includes the following,
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 OpTIFlow demos:
11.1. Source : Video¶
Fig. 11.1 GStreamer based data-flow pipeline with video file input source and display output¶
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 |
3.52 |
38.07 |
1332 |
497 |
1829 |
16.0 |
14.19 |
15.34 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
5.55 |
16.32 |
1250 |
253 |
1503 |
13.0 |
7.24 |
6.80 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
2.58 |
40.0 |
1186 |
481 |
1667 |
10.0 |
14.20 |
15.37 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
6.82 |
19.90 |
1260 |
233 |
1493 |
17.0 |
7.24 |
6.78 |
0 |
11.2. Source : CSI Camera with VISS (imx219)¶
Fig. 11.2 GStreamer based data-flow pipeline with IMX219 sensor, ISP and display¶
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 |
3.77 |
14.81 |
1257 |
331 |
1588 |
8.00 |
14.20 |
7.87 |
9.49 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
5.56 |
17.58 |
1262 |
347 |
1609 |
13.0 |
14.29 |
8.90 |
9.56 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
2.60 |
16.23 |
1185 |
323 |
1508 |
5.0 |
14.11 |
7.83 |
9.42 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
7.12 |
17.91 |
1272 |
326 |
1598 |
17.0 |
14.28 |
8.81 |
9.51 |