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- # YOLOv5 🚀 by Ultralytics, GPL-3.0 license
- # Parameters
- nc: 80 # number of classes
- depth_multiple: 1.0 # save_models depth multiple
- width_multiple: 1.0 # layer channel multiple
- anchors:
- - [10,13, 16,30, 33,23] # P3/8
- - [30,61, 62,45, 59,119] # P4/16
- - [116,90, 156,198, 373,326] # P5/32
- # darknet53 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, Bottleneck, [128]],
- [-1, 1, Conv, [256, 3, 2]], # 5-P3/8
- [-1, 8, Bottleneck, [256]],
- [-1, 1, Conv, [512, 3, 2]], # 7-P4/16
- [-1, 8, Bottleneck, [512]],
- [-1, 1, Conv, [1024, 3, 2]], # 9-P5/32
- [-1, 4, Bottleneck, [1024]], # 10
- ]
- # YOLOv3-SPP head
- head:
- [[-1, 1, Bottleneck, [1024, False]],
- [-1, 1, SPP, [512, [5, 9, 13]]],
- [-1, 1, Conv, [1024, 3, 1]],
- [-1, 1, Conv, [512, 1, 1]],
- [-1, 1, Conv, [1024, 3, 1]], # 15 (P5/32-large)
- [-2, 1, Conv, [256, 1, 1]],
- [-1, 1, nn.Upsample, [None, 2, 'nearest']],
- [[-1, 8], 1, Concat, [1]], # cat backbone P4
- [-1, 1, Bottleneck, [512, False]],
- [-1, 1, Bottleneck, [512, False]],
- [-1, 1, Conv, [256, 1, 1]],
- [-1, 1, Conv, [512, 3, 1]], # 22 (P4/16-medium)
- [-2, 1, Conv, [128, 1, 1]],
- [-1, 1, nn.Upsample, [None, 2, 'nearest']],
- [[-1, 6], 1, Concat, [1]], # cat backbone P3
- [-1, 1, Bottleneck, [256, False]],
- [-1, 2, Bottleneck, [256, False]], # 27 (P3/8-small)
- [[27, 22, 15], 1, Detect, [nc, anchors]], # Detect(P3, P4, P5)
- ]
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