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 |
3.01 |
3.61 |
1069 |
225 |
1294 |
9.0 |
6.94 |
6.47 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
33 |
4.01 |
1.64 |
1022 |
237 |
1259 |
12.0 |
6.95 |
6.48 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
33 |
2.02 |
2.88 |
1016 |
226 |
1242 |
5.0 |
6.94 |
6.48 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
33 |
5.02 |
3.50 |
1163 |
236 |
1399 |
16.0 |
6.94 |
6.47 |
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 |
3.01 |
8.53 |
1112 |
249 |
1361 |
10.0 |
6.42 |
6.49 |
0 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
33 |
4.01 |
5.85 |
1060 |
267 |
1327 |
13.0 |
6.39 |
6.49 |
0 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
33 |
2.02 |
6.34 |
1038 |
247 |
1285 |
5.0 |
6.44 |
6.48 |
0 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
33 |
5.02 |
5.89 |
1167 |
246 |
1413 |
16.0 |
6.49 |
6.36 |
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 |
3.01 |
2.51 |
1154 |
316 |
1470 |
9.0 |
14.02 |
6.55 |
10.22 |
ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416 |
30 |
33 |
4.01 |
2.18 |
1081 |
334 |
1415 |
12.0 |
14.02 |
6.54 |
10.21 |
TFL-CL-0000-mobileNetV1-mlperf |
30 |
33 |
2.02 |
2.66 |
1055 |
310 |
1365 |
5.0 |
14.00 |
6.55 |
10.21 |
TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320 |
30 |
33 |
5.02 |
2.50 |
1206 |
317 |
1523 |
16.0 |
14.02 |
6.55 |
10.23 |