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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++