11. Datasheet (Optiflow)

The performance measurements includes the following,

  1. FPS : Effective framerate at which the application runs

  2. Total time : Average time taken to process each frame, which includes pre-processing, inference and post-processing time

  3. Inference time : Average time taken to infer each frame

  4. CPU loading : Loading on different CPU cores present

  5. DDR BW : DDR read and write BW used

  6. HWA Loading : Loading on different Hardware accelerators present

Following are the latest performance numbers of the OpTIFlow demos:

11.1. Source : Video

Resolution : 1280x768
Encoding : H264

../../../_images/datasheet_optiflow_pipeline1.png

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

3.06

13.63

1227

242

1469

9.0

7.22

7.76

0

ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416

30

33

5.46

11.73

1218

247

1465

13.0

7.21

6.76

0

TFL-CL-0000-mobileNetV1-mlperf

30

33

2.24

14.57

1156

243

1399

5.0

7.22

7.75

0

TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320

30

33

6.26

12.50

1227

228

1455

17.0

7.21

6.76

0

11.2. Source : CSI Camera with VISS (imx219)

Capture Framerate : 30 fps
Resolution : 1920x1080
format : SRGGB8

../../../_images/datasheet_optiflow_pipeline2.png

Fig. 11.2 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 (%)

C66_1 Load (%)

C66_2 Load (%)

MSC_0 (%)

MSC_1 (%)

VISS (%)

ONR-CL-6360-regNetx-200mf

30

33

3.06

9.89

1218

328

1546

9.47

14.25

8.20

9.47

ONR-OD-8200-yolox-nano-lite-mmdet-coco-416x416

30

33

5.46

10.71

1226

342

1568

13.0

14.26

8.85

9.48

TFL-CL-0000-mobileNetV1-mlperf

30

33

2.24

11.22

1142

317

1459

5.0

14.25

8.80

9.47

TFL-OD-2020-ssdLite-mobDet-DSP-coco-320x320

30

33

6.26

10.06

1233

324

1557

17.0

14.26

8.49

9.47