11. Datasheet¶
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 |
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 |
33 |
3.21 |
15.27 |
1215 |
245 |
1460 |
8.0 |
6.9 |
7.21 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
33 |
4.94 |
13.91 |
1168 |
256 |
1424 |
12.0 |
6.90 |
6.46 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
33 |
2.14 |
11.94 |
1040 |
189 |
1229 |
4.0 |
5.44 |
5.68 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
33 |
5.05 |
12.18 |
1273 |
235 |
1508 |
16.0 |
6.90 |
6.46 |
0 |
11.2. Source : USB Camera¶
Fig. 11.2 GStreamer based data-flow pipeline with USB camera input and display output¶
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 |
33 |
3.21 |
22.92 |
1178 |
222 |
1400 |
7.0 |
5.25 |
5.82 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
33 |
4.94 |
21.69 |
1227 |
282 |
1509 |
12.0 |
6.37 |
6.46 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
33 |
2.14 |
25.75 |
1191 |
262 |
1453 |
5.0 |
6.51 |
7.23 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
33 |
5.05 |
23.83 |
1336 |
263 |
1599 |
16.0 |
6.50 |
6.47 |
0 |
11.3. Source : CSI Camera with VISS (imx219)¶
Fig. 11.3 GStreamer based data-flow pipeline with IMX219 sensor, ISP and display¶
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 |
33 |
3.21 |
12.37 |
1262 |
329 |
1591 |
9.0 |
13.97 |
7.56 |
10.22 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
33 |
4.94 |
14.35 |
1231 |
347 |
1578 |
12.0 |
13.98 |
8.32 |
10.24 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
33 |
2.14 |
10.82 |
1179 |
320 |
1499 |
5.0 |
13.98 |
8.65 |
10.23 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
33 |
5.05 |
9.79 |
1330 |
325 |
1655 |
16.0 |
13.99 |
8.11 |
10.25 |