11. Datasheet (Optiflow)

  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

Video Framerate : 30 fps
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)

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

33

6.52

12.28

1156

241

1397

13.62

8.19

8.42

0

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

30

33

9.86

10.02

1151

247

1398

23.06

8.18

7.67

0

TFL-CL-0000-mobileNetV1-mlperf

30

33

4.77

11.06

1131

234

1365

11.52

8.19

8.41

0

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

30

33

13.52

8.84

1297

228

1525

36.62

8.18

7.68

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)

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

33

6.52

13.11

1211

327

1538

13.38

16.73

8.72

10.82

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

30

33

9.86

9.85

1213

337

1550

23.68

16.49

9.54

10.98

TFL-CL-0000-mobileNetV1-mlperf

30

33

4.77

12.12

1181

319

1500

11.20

16.37

8.73

10.87

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

30

33

13.52

9.95

1349

318

1667

35.46

16.46

8.95

10.91