Table 1 Shows the execution time taken for the process

YOLACT Original

45 min 4s

3.00–15 (Video Length)

Python version 3.6

ONNX Model

26 min 9 s

1.74–15

Anaconda windows 10

OpenVINO-FP16

29 min 50 s

1.98–15

With 16 GB RAM

OpenVINO-FP32

29 min 38 s

1.97–15

Torch V 1.10.2+cpu

YOLACT Original

54 min 43 s

3.64–15 (Video Length)

Ubuntu 20.04 VM

ONNX Model

32 min 48 s

2.18–15

Torch V 1.8.1+cu102

OpenVINO-FP16

30 min 10 s

2.01–15

4 GB RAM-python 3.6

OpenVINO-FP32

30 min 9 s

2.01–15

Total cores = 4

YOLACT Original

35 min 47 s

2.30–15 (Video Length)

Ubuntu 20.04 VM

ONNX Model

32 min 48 s

2.10–15

Torch version 1.2.0

OpenVINO-FP16

24 min 22 s

1.60–15

6 GB RAM-python 3.7

OpenVINO-FP32

30 min 12 s

2.01–15

Total cores = 6

YOLACT Original

1 h 33 min 2s

2.30–78 (Video Length)

Ubuntu 20.04 VM

ONNX Model

1 h 21 min 34 s

2.09–78

Torch version 1.2.0

OpenVINO-FP16

1 h 3 min 35 s

1.63–78

6 GB RAM-python 3.7

OpenVINO-FP32

1 h 8 min 31 s

1.76–78

Total cores = 6