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

Inference time (ms)

A53 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

6.74

39.19

1208

474

1682

26.98

23.48

24.05

0

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

30

11.65

17.91

1436

307

1743

28.64

12.77

12.02

0

TFL-CL-0000-mobileNetV1-mlperf

30

6.27

40.14

1360

487

1847

26.34

24.41

25.04

0

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

30

20.64

17.56

2714

321

3035

52.41

12.76

12.02

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

Inference time (ms)

A53 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

6.97

16.42

1294

337

1631

14.81

26.14

13.24

17.79

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

30

11.38

14.11

1516

406

1922

28.29

26.23

15.14

17.58

TFL-CL-0000-mobileNetV1-mlperf

30

6.10

14.79

1347

334

1681

13.79

26.21

13.26

17.80

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

30

29.80

12.18

2788

417

3205

52.53

26.23

14.25

17.56