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# YOLOv9 | |
# parameters | |
nc: 80 # number of classes | |
depth_multiple: 1.0 # model depth multiple | |
width_multiple: 1.0 # layer channel multiple | |
#activation: nn.LeakyReLU(0.1) | |
#activation: nn.ReLU() | |
# anchors | |
anchors: 3 | |
# gelan backbone | |
backbone: | |
[ | |
# conv down | |
[-1, 1, Conv, [64, 3, 2]], # 0-P1/2 | |
# conv down | |
[-1, 1, Conv, [128, 3, 2]], # 1-P2/4 | |
# elan-1 block | |
[-1, 1, RepNCSPELAN4, [256, 128, 64, 1]], # 2 | |
# avg-conv down | |
[-1, 1, ADown, [256]], # 3-P3/8 | |
# elan-2 block | |
[-1, 1, RepNCSPELAN4, [512, 256, 128, 1]], # 4 | |
# avg-conv down | |
[-1, 1, ADown, [512]], # 5-P4/16 | |
# elan-2 block | |
[-1, 1, RepNCSPELAN4, [512, 512, 256, 1]], # 6 | |
# avg-conv down | |
[-1, 1, ADown, [512]], # 7-P5/32 | |
# elan-2 block | |
[-1, 1, RepNCSPELAN4, [512, 512, 256, 1]], # 8 | |
] | |
# gelan head | |
head: | |
[ | |
# elan-spp block | |
[-1, 1, SPPELAN, [512, 256]], # 9 | |
# up-concat merge | |
[-1, 1, nn.Upsample, [None, 2, 'nearest']], | |
[[-1, 6], 1, Concat, [1]], # cat backbone P4 | |
# elan-2 block | |
[-1, 1, RepNCSPELAN4, [512, 512, 256, 1]], # 12 | |
# up-concat merge | |
[-1, 1, nn.Upsample, [None, 2, 'nearest']], | |
[[-1, 4], 1, Concat, [1]], # cat backbone P3 | |
# elan-2 block | |
[-1, 1, RepNCSPELAN4, [256, 256, 128, 1]], # 15 (P3/8-small) | |
# avg-conv-down merge | |
[-1, 1, ADown, [256]], | |
[[-1, 12], 1, Concat, [1]], # cat head P4 | |
# elan-2 block | |
[-1, 1, RepNCSPELAN4, [512, 512, 256, 1]], # 18 (P4/16-medium) | |
# avg-conv-down merge | |
[-1, 1, ADown, [512]], | |
[[-1, 9], 1, Concat, [1]], # cat head P5 | |
# elan-2 block | |
[-1, 1, RepNCSPELAN4, [512, 512, 256, 1]], # 21 (P5/32-large) | |
# panoptic | |
[[15, 18, 21], 1, Panoptic, [nc, 93, 32, 256]], # Panoptic(P3, P4, P5) | |
] | |