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# parameters | |
nc: 80 # number of classes | |
depth_multiple: 1.0 # model depth multiple | |
width_multiple: 1.0 # layer channel multiple | |
# 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 | |
# CSP-Darknet backbone | |
backbone: | |
# [from, number, module, args] | |
[[-1, 1, Conv, [32, 3, 1]], # 0 | |
[-1, 1, Conv, [64, 3, 2]], # 1-P1/2 | |
[-1, 1, Bottleneck, [64]], | |
[-1, 1, Conv, [128, 3, 2]], # 3-P2/4 | |
[-1, 2, BottleneckCSPC, [128]], | |
[-1, 1, Conv, [256, 3, 2]], # 5-P3/8 | |
[-1, 8, BottleneckCSPC, [256]], | |
[-1, 1, Conv, [512, 3, 2]], # 7-P4/16 | |
[-1, 8, BottleneckCSPC, [512]], | |
[-1, 1, Conv, [1024, 3, 2]], # 9-P5/32 | |
[-1, 4, BottleneckCSPC, [1024]], # 10 | |
] | |
# CSP-Dark-PAN head | |
head: | |
[[-1, 1, SPPCSPC, [512]], # 11 | |
[-1, 1, Conv, [256, 1, 1]], | |
[-1, 1, nn.Upsample, [None, 2, 'nearest']], | |
[8, 1, Conv, [256, 1, 1]], # route backbone P4 | |
[[-1, -2], 1, Concat, [1]], | |
[-1, 2, BottleneckCSPB, [256]], # 16 | |
[-1, 1, Conv, [128, 1, 1]], | |
[-1, 1, nn.Upsample, [None, 2, 'nearest']], | |
[6, 1, Conv, [128, 1, 1]], # route backbone P3 | |
[[-1, -2], 1, Concat, [1]], | |
[-1, 2, BottleneckCSPB, [128]], # 21 | |
[-1, 1, Conv, [256, 3, 1]], | |
[-2, 1, Conv, [256, 3, 2]], | |
[[-1, 16], 1, Concat, [1]], # cat | |
[-1, 2, BottleneckCSPB, [256]], # 25 | |
[-1, 1, Conv, [512, 3, 1]], | |
[-2, 1, Conv, [512, 3, 2]], | |
[[-1, 11], 1, Concat, [1]], # cat | |
[-1, 2, BottleneckCSPB, [512]], # 29 | |
[-1, 1, Conv, [1024, 3, 1]], | |
[[22,26,30], 1, IDetect, [nc, anchors]], # Detect(P3, P4, P5) | |
] | |