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# Ultralytics YOLO 🚀, AGPL-3.0 license
# YOLOv6 object detection model with P3-P5 outputs. For Usage examples see https://docs.ultralytics.com/tasks/detect
# Parameters
act: nn.ReLU()
nc: 80 # number of classes
scales: # model compound scaling constants, i.e. 'model=yolov6n.yaml' will call yolov8.yaml with scale 'n'
# [depth, width, max_channels]
n: [ 0.33, 0.25, 1024 ]
s: [ 0.33, 0.50, 1024 ]
m: [ 0.67, 0.75, 768 ]
l: [ 1.00, 1.00, 512 ]
x: [ 1.00, 1.25, 512 ]
# YOLOv6-3.0s backbone
backbone:
# [from, repeats, module, args]
- [ -1, 1, Conv, [ 64, 3, 2 ] ] # 0-P1/2
- [ -1, 1, Conv, [ 128, 3, 2 ] ] # 1-P2/4
- [ -1, 6, Conv, [ 128, 3, 1 ] ]
- [ -1, 1, Conv, [ 256, 3, 2 ] ] # 3-P3/8
- [ -1, 12, Conv, [ 256, 3, 1 ] ]
- [ -1, 1, Conv, [ 512, 3, 2 ] ] # 5-P4/16
- [ -1, 18, Conv, [ 512, 3, 1 ] ]
- [ -1, 1, Conv, [ 1024, 3, 2 ] ] # 7-P5/32
- [ -1, 9, Conv, [ 1024, 3, 1 ] ]
- [ -1, 1, SPPF, [ 1024, 5 ] ] # 9
# YOLOv6-3.0s head
head:
- [ -1, 1, nn.ConvTranspose2d, [ 256, 2, 2, 0 ] ]
- [ [ -1, 6 ], 1, Concat, [ 1 ] ] # cat backbone P4
- [ -1, 1, Conv, [ 256, 3, 1 ] ]
- [ -1, 9, Conv, [ 256, 3, 1 ] ] # 13
- [ -1, 1, nn.ConvTranspose2d, [ 128, 2, 2, 0 ] ]
- [ [ -1, 4 ], 1, Concat, [ 1 ] ] # cat backbone P3
- [ -1, 1, Conv, [ 128, 3, 1 ] ]
- [ -1, 9, Conv, [ 128, 3, 1 ] ] # 17
- [ -1, 1, Conv, [ 128, 3, 2 ] ]
- [ [ -1, 12 ], 1, Concat, [ 1 ] ] # cat head P4
- [ -1, 1, Conv, [ 256, 3, 1 ] ]
- [ -1, 9, Conv, [ 256, 3, 1 ] ] # 21
- [ -1, 1, Conv, [ 256, 3, 2 ] ]
- [ [ -1, 9 ], 1, Concat, [ 1 ] ] # cat head P5
- [ -1, 1, Conv, [ 512, 3, 1 ] ]
- [ -1, 9, Conv, [ 512, 3, 1 ] ] # 25
- [ [ 17, 21, 25 ], 1, Detect, [ nc ] ] # Detect(P3, P4, P5)