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Table 1 Network configuration parameters

From: On development of security monitoring system via wireless sensing network

Box generation

1

2

3

4

5

6

Sum of boxes

Average IOU %

Faster R-CNN 256a

-

-

-

-

-

256×9

2306

33.9

Faster R-CNN 512b

-

-

-

-

-

512×9

4608

37.7

SSD

38×38×6

19×19×6

10×10×6

5×5×6

3×3×6

1×1×6

11640

54.9

YOLO prior box

-

-

-

-

-

14×14×9

1764

66.9

Our model SSE c

38×38×3

19×19×3

10×10×6

5×5×6

3×3×9

1×1×9

5955

67.5

Our model IoU d

38×38×3

19×19×3

10×10×6

5×5×6

3×3×9

1×1×9

5955

69.7

  1. aFaster-CNN based on 256-d ZF
  2. bFaster-CNN based on 512-d VGG
  3. cThe standard Euclidean distance as a distance calculation method for K-means++
  4. dThe intersection over union (IOU) as a distance calculation method for K-means++