12. Datasheet (TIOVX Apps)

  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 edgeai-tiovx-apps:

12.1. Source : Video

Resolution : 1280x768
Encoding : h264

Model Name

MPU Load (%)

C7x_0 Load (%)

C7x_1 Load (%)

C7x_2 Load (%)

C7x_3 Load (%)

MSC0 Load (%)

MSC1 Load (%)

DDR Read BW (MB/s)

DDR Write BW (MB/s)

DDR Total BW (MB/s)

FPS

Inference time (ms)

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

14.53

25.00

0.00

0.00

0.00

34.69

18.50

866

611

1477

60

4.020

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

14.07

33.00

0.00

1.00

1.00

33.99

19.18

1144

577

1721

60

5.317

ONR-CL-6360-regNetx-200mf

13.85

19.00

0.00

0.00

1.00

33.96

19.13

1.49

987

572

1559

60

3.06

TFL-CL-0000-mobileNetV1-mlperf

14.35

11.00

0.00

0.00

0.00

34.11

19.43

1.49

863

586

1449

60

1.610

12.2. Source : CSI Camera with VISS (imx219)

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

Model Name

MPU Load (%)

C7x_0 Load (%)

C7x_1 Load (%)

C7x_2 Load (%)

C7x_3 Load (%)

VISS Load (%)

MSC0 Load (%)

MSC1 Load (%)

MSC1_1 Load (%)

DDR Read BW (MB/s)

DDR Write BW (MB/s)

DDR Total BW (MB/s)

FPS

Inference time (ms)

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

0.84

13.00

0.00

0.00

0.00

9.37

17.69

6.73

1.38

582

359

941

30

3.987

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

0.84

17.00

0.00

0.00

1.00

9.37

17.69

6.73

1.13

725

351

1076

30

5.273

ONR-CL-6360-regNetx-200mf

1.08

10.00

0.00

0.00

1.00

9.37

17.65

6.73

0.87

641

337

978

30

3.062

TFL-CL-0000-mobileNetV1-mlperf

1.20

6.00

0.00

0.00

1.00

9.37

17.68

6.72

0.88

576

342

918

30

1.609