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 (%)

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

58.33

23.00

0.00

35.72

15.16

959

631

1590

60

3.724

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

58.53

31.00

0.00

35.38

14.83

1251

609

1860

60

5.084

ONR-CL-6360-regNetx-200mf

58.04

16.00

1.00

36.31

16.43

952

605

1557

60

2.557

TFL-CL-0000-mobileNetV1-mlperf

59.51

11.00

1.00

36.24

16.47

991

617

1608

60

1.600

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 (%)

VISS 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

5.26

12.00

1.00

9.33

17.58

8.18

627

377

1004

30

3.700

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

4.80

16.00

0.00

9.33

17.56

7.95

769

364

1133

30

5.049

ONR-CL-6360-regNetx-200mf

3.39

8.00

0.00

9.33

17.54

7.69

615

356

971

30

2.551

TFL-CL-0000-mobileNetV1-mlperf

5.71

5.00

1.00

9.33

17.57

7.70

629

358

987

30

1.595