mirror of https://github.com/WongKinYiu/yolov7.git
Create yolov7-mask.yaml
Kin-Yiu, Wong
GitHub
parent
be1109c92a
commit
af105684aa
|
|
@ -0,0 +1,168 @@
|
|||
# parameters
|
||||
nc: 80 # number of classes
|
||||
depth_multiple: 1.0 # model depth multiple
|
||||
width_multiple: 1.0 # layer channel multiple
|
||||
pooler_scale: 0.25
|
||||
|
||||
# anchors
|
||||
anchors:
|
||||
- [12,16, 19,36, 40,28] # P3/8
|
||||
- [36,75, 76,55, 72,146] # P4/16
|
||||
- [142,110, 192,243, 459,401] # P5/32
|
||||
|
||||
# yolov7 backbone
|
||||
backbone:
|
||||
[[-1, 1, Conv, [32, 3, 1]], # 0
|
||||
|
||||
[-1, 1, Conv, [64, 3, 2]], # 1-P1/2
|
||||
[-1, 1, Conv, [64, 3, 1]],
|
||||
|
||||
[-1, 1, Conv, [128, 3, 2]], # 3-P2/4
|
||||
[-1, 1, Conv, [64, 1, 1]],
|
||||
[-2, 1, Conv, [64, 1, 1]],
|
||||
[-1, 1, Conv, [64, 3, 1]],
|
||||
[-1, 1, Conv, [64, 3, 1]],
|
||||
[-1, 1, Conv, [64, 3, 1]],
|
||||
[-1, 1, Conv, [64, 3, 1]],
|
||||
[[-1, -3, -5, -6], 1, Concat, [1]],
|
||||
[-1, 1, Conv, [256, 1, 1]], # 11
|
||||
|
||||
[-1, 1, MP, []],
|
||||
[-1, 1, Conv, [128, 1, 1]],
|
||||
[-3, 1, Conv, [128, 1, 1]],
|
||||
[-1, 1, Conv, [128, 3, 2]],
|
||||
[[-1, -3], 1, Concat, [1]], # 16-P3/8
|
||||
[-1, 1, Conv, [128, 1, 1]],
|
||||
[-2, 1, Conv, [128, 1, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[[-1, -3, -5, -6], 1, Concat, [1]],
|
||||
[-1, 1, Conv, [512, 1, 1]], # 24
|
||||
|
||||
[-1, 1, MP, []],
|
||||
[-1, 1, Conv, [256, 1, 1]],
|
||||
[-3, 1, Conv, [256, 1, 1]],
|
||||
[-1, 1, Conv, [256, 3, 2]],
|
||||
[[-1, -3], 1, Concat, [1]], # 29-P4/16
|
||||
[-1, 1, Conv, [256, 1, 1]],
|
||||
[-2, 1, Conv, [256, 1, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[[-1, -3, -5, -6], 1, Concat, [1]],
|
||||
[-1, 1, Conv, [1024, 1, 1]], # 37
|
||||
|
||||
[-1, 1, MP, []],
|
||||
[-1, 1, Conv, [512, 1, 1]],
|
||||
[-3, 1, Conv, [512, 1, 1]],
|
||||
[-1, 1, Conv, [512, 3, 2]],
|
||||
[[-1, -3], 1, Concat, [1]], # 42-P5/32
|
||||
[-1, 1, Conv, [256, 1, 1]],
|
||||
[-2, 1, Conv, [256, 1, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[[-1, -3, -5, -6], 1, Concat, [1]],
|
||||
[-1, 1, Conv, [1024, 1, 1]], # 50
|
||||
]
|
||||
|
||||
# yolov7 head
|
||||
head:
|
||||
[[-1, 1, SPPCSPC, [512]], # 51
|
||||
|
||||
[-1, 1, Conv, [256, 1, 1]],
|
||||
[-1, 1, nn.Upsample, [None, 2, 'nearest']],
|
||||
[37, 1, Conv, [256, 1, 1]], # route backbone P4
|
||||
[[-1, -2], 1, Concat, [1]],
|
||||
|
||||
[-1, 1, Conv, [256, 1, 1]],
|
||||
[-2, 1, Conv, [256, 1, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[[-1, -2, -3, -4, -5, -6], 1, Concat, [1]],
|
||||
[-1, 1, Conv, [256, 1, 1]], # 63
|
||||
|
||||
[-1, 1, Conv, [128, 1, 1]],
|
||||
[-1, 1, nn.Upsample, [None, 2, 'nearest']],
|
||||
[24, 1, Conv, [128, 1, 1]], # route backbone P3
|
||||
[[-1, -2], 1, Concat, [1]],
|
||||
|
||||
[-1, 1, Conv, [128, 1, 1]],
|
||||
[-2, 1, Conv, [128, 1, 1]],
|
||||
[-1, 1, Conv, [64, 3, 1]],
|
||||
[-1, 1, Conv, [64, 3, 1]],
|
||||
[-1, 1, Conv, [64, 3, 1]],
|
||||
[-1, 1, Conv, [64, 3, 1]],
|
||||
[[-1, -2, -3, -4, -5, -6], 1, Concat, [1]],
|
||||
[-1, 1, Conv, [128, 1, 1]], # 75
|
||||
|
||||
[-1, 1, MP, []],
|
||||
[-1, 1, Conv, [128, 1, 1]],
|
||||
[-3, 1, Conv, [128, 1, 1]],
|
||||
[-1, 1, Conv, [128, 3, 2]],
|
||||
[[-1, -3, 63], 1, Concat, [1]],
|
||||
|
||||
[-1, 1, Conv, [256, 1, 1]],
|
||||
[-2, 1, Conv, [256, 1, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[[-1, -2, -3, -4, -5, -6], 1, Concat, [1]],
|
||||
[-1, 1, Conv, [256, 1, 1]], # 88
|
||||
|
||||
[-1, 1, MP, []],
|
||||
[-1, 1, Conv, [256, 1, 1]],
|
||||
[-3, 1, Conv, [256, 1, 1]],
|
||||
[-1, 1, Conv, [256, 3, 2]],
|
||||
[[-1, -3, 51], 1, Concat, [1]],
|
||||
|
||||
[-1, 1, Conv, [512, 1, 1]],
|
||||
[-2, 1, Conv, [512, 1, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[-1, 1, Conv, [256, 3, 1]],
|
||||
[[-1, -2, -3, -4, -5, -6], 1, Concat, [1]],
|
||||
[-1, 1, Conv, [512, 1, 1]], # 101
|
||||
|
||||
[75, 1, Conv, [256, 3, 1] ],
|
||||
[88, 1, Conv, [512, 3, 1] ],
|
||||
[101, 1, Conv, [1024, 3, 1]],
|
||||
|
||||
[[102, 103, 104], 1, Merge, [[256, 512, 1024]]], # 105
|
||||
|
||||
[75, 1, Conv, [64, 1, 1] ],
|
||||
[-1, 1, nn.Upsample, [None, 2, 'nearest'] ],
|
||||
[11, 1, Conv, [64, 1, 1] ], # route backbone P2
|
||||
[[-1, -2], 1, Concat, [1] ],
|
||||
[-1, 2, BottleneckCSPB, [64] ],
|
||||
[-1, 1, Conv, [64, 1, 1] ], # 111
|
||||
|
||||
[[75, 88, 101], 1, Refine, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, nn.Upsample, [None, 2, 'bilinear']],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[111, 1, Conv, [128, 3, 1]],
|
||||
[[-1, -2], 1, Shortcut, [1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, nn.Conv2d, [4, 1]], # 119
|
||||
|
||||
[[75, 63, 51], 1, Refine, [128, 3, 1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, nn.Upsample, [None, 2, 'bilinear']],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[111, 1, Conv, [128, 3, 1]],
|
||||
[[-1, -2], 1, Shortcut, [1]],
|
||||
[-1, 1, Conv, [128, 3, 1]],
|
||||
[-1, 1, nn.Conv2d, [1, 1]], # 127
|
||||
|
||||
[[105, 119, 127], 1, MT, [nc, anchors, 980]], # Detect(P3, P4, P5)
|
||||
]
|
||||
|
||||
Loading…
Reference in New Issue