yolov5s6.yaml 1.9 KB

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  1. # parameters
  2. nc: 1 # number of classes
  3. depth_multiple: 0.33 # model depth multiple
  4. width_multiple: 0.50 # layer channel multiple
  5. # anchors
  6. anchors:
  7. - [6,7, 9,11, 13,16] # P3/8
  8. - [18,23, 26,33, 37,47] # P4/16
  9. - [54,67, 77,104, 112,154] # P5/32
  10. - [174,238, 258,355, 445,568] # P6/64
  11. # YOLOv5 backbone
  12. backbone:
  13. # [from, number, module, args]
  14. [ [ -1, 1, StemBlock, [ 64, 3, 2 ] ], # 0-P1/2
  15. [ -1, 3, C3, [ 128 ] ],
  16. [ -1, 1, Conv, [ 256, 3, 2 ] ], # 2-P3/8
  17. [ -1, 9, C3, [ 256 ] ],
  18. [ -1, 1, Conv, [ 512, 3, 2 ] ], # 4-P4/16
  19. [ -1, 9, C3, [ 512 ] ],
  20. [ -1, 1, Conv, [ 768, 3, 2 ] ], # 6-P5/32
  21. [ -1, 3, C3, [ 768 ] ],
  22. [ -1, 1, Conv, [ 1024, 3, 2 ] ], # 8-P6/64
  23. [ -1, 1, SPP, [ 1024, [ 3, 5, 7 ] ] ],
  24. [ -1, 3, C3, [ 1024, False ] ], # 10
  25. ]
  26. # YOLOv5 head
  27. head:
  28. [ [ -1, 1, Conv, [ 768, 1, 1 ] ],
  29. [ -1, 1, nn.Upsample, [ None, 2, 'nearest' ] ],
  30. [ [ -1, 7 ], 1, Concat, [ 1 ] ], # cat backbone P5
  31. [ -1, 3, C3, [ 768, False ] ], # 14
  32. [ -1, 1, Conv, [ 512, 1, 1 ] ],
  33. [ -1, 1, nn.Upsample, [ None, 2, 'nearest' ] ],
  34. [ [ -1, 5 ], 1, Concat, [ 1 ] ], # cat backbone P4
  35. [ -1, 3, C3, [ 512, False ] ], # 18
  36. [ -1, 1, Conv, [ 256, 1, 1 ] ],
  37. [ -1, 1, nn.Upsample, [ None, 2, 'nearest' ] ],
  38. [ [ -1, 3 ], 1, Concat, [ 1 ] ], # cat backbone P3
  39. [ -1, 3, C3, [ 256, False ] ], # 22 (P3/8-small)
  40. [ -1, 1, Conv, [ 256, 3, 2 ] ],
  41. [ [ -1, 19 ], 1, Concat, [ 1 ] ], # cat head P4
  42. [ -1, 3, C3, [ 512, False ] ], # 25 (P4/16-medium)
  43. [ -1, 1, Conv, [ 512, 3, 2 ] ],
  44. [ [ -1, 15 ], 1, Concat, [ 1 ] ], # cat head P5
  45. [ -1, 3, C3, [ 768, False ] ], # 28 (P5/32-large)
  46. [ -1, 1, Conv, [ 768, 3, 2 ] ],
  47. [ [ -1, 11 ], 1, Concat, [ 1 ] ], # cat head P6
  48. [ -1, 3, C3, [ 1024, False ] ], # 31 (P6/64-xlarge)
  49. [ [ 22, 25, 28, 31 ], 1, Detect, [ nc, anchors ] ], # Detect(P3, P4, P5, P6)
  50. ]