blazeface_fpn.yaml 1.0 KB

1234567891011121314151617181920212223242526272829303132333435363738
  1. # parameters
  2. nc: 1 # number of classes
  3. depth_multiple: 1.0 # model depth multiple
  4. width_multiple: 1.0 # layer channel multiple
  5. # anchors
  6. anchors:
  7. - [5,6, 10,13, 21,26] # P3/8
  8. - [55,72, 225,304, 438,553] # P4/16
  9. # YOLOv5 backbone
  10. backbone:
  11. # [from, number, module, args]
  12. [[-1, 1, Conv, [24, 3, 2]], # 0-P1/2
  13. [-1, 2, BlazeBlock, [24]], # 1
  14. [-1, 1, BlazeBlock, [48, None, 2]], # 2-P2/4
  15. [-1, 2, BlazeBlock, [48]], # 3
  16. [-1, 1, DoubleBlazeBlock, [96, 24, 2]], # 4-P3/8
  17. [-1, 2, DoubleBlazeBlock, [96, 24]], # 5
  18. [-1, 1, DoubleBlazeBlock, [96, 24, 2]], # 6-P4/16
  19. [-1, 2, DoubleBlazeBlock, [96, 24]], # 7
  20. ]
  21. # YOLOv5 head
  22. head:
  23. [[-1, 1, Conv, [48, 1, 1]], # 8
  24. [-1, 1, nn.Upsample, [None, 2, 'nearest']],
  25. [[-1, 5], 1, Concat, [1]], # cat backbone P3
  26. [-1, 1, Conv, [48, 1, 1]], # 11 (P3/8-medium)
  27. [-1, 1, nn.MaxPool2d, [3, 2, 1]], # 12
  28. [[-1, 7], 1, Concat, [1]], # cat backbone P3
  29. [-1, 1, Conv, [48, 1, 1]], # 14 (P4/16-large)
  30. [[11, 14], 1, Detect, [nc, anchors]], # Detect(P3, P4)
  31. ]