123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354 |
- # 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: 3 # AutoAnchor evolves 3 anchors per P output layer
- # YOLOv5 v6.0 backbone
- backbone:
- # [from, number, module, args]
- [[-1, 1, Conv, [64, 6, 2, 2]], # 0-P1/2
- [-1, 1, Conv, [128, 3, 2]], # 1-P2/4
- [-1, 3, C3, [128]],
- [-1, 1, Conv, [256, 3, 2]], # 3-P3/8
- [-1, 6, C3, [256]],
- [-1, 1, Conv, [512, 3, 2]], # 5-P4/16
- [-1, 9, C3, [512]],
- [-1, 1, Conv, [1024, 3, 2]], # 7-P5/32
- [-1, 3, C3, [1024]],
- [-1, 1, SPPF, [1024, 5]], # 9
- ]
- # YOLOv5 v6.0 head with (P2, P3, P4, P5) outputs
- head:
- [[-1, 1, Conv, [512, 1, 1]],
- [-1, 1, nn.Upsample, [None, 2, 'nearest']],
- [[-1, 6], 1, Concat, [1]], # cat backbone P4
- [-1, 3, C3, [512, False]], # 13
- [-1, 1, Conv, [256, 1, 1]],
- [-1, 1, nn.Upsample, [None, 2, 'nearest']],
- [[-1, 4], 1, Concat, [1]], # cat backbone P3
- [-1, 3, C3, [256, False]], # 17 (P3/8-small)
- [-1, 1, Conv, [128, 1, 1]],
- [-1, 1, nn.Upsample, [None, 2, 'nearest']],
- [[-1, 2], 1, Concat, [1]], # cat backbone P2
- [-1, 1, C3, [128, False]], # 21 (P2/4-xsmall)
- [-1, 1, Conv, [128, 3, 2]],
- [[-1, 18], 1, Concat, [1]], # cat head P3
- [-1, 3, C3, [256, False]], # 24 (P3/8-small)
- [-1, 1, Conv, [256, 3, 2]],
- [[-1, 14], 1, Concat, [1]], # cat head P4
- [-1, 3, C3, [512, False]], # 27 (P4/16-medium)
- [-1, 1, Conv, [512, 3, 2]],
- [[-1, 10], 1, Concat, [1]], # cat head P5
- [-1, 3, C3, [1024, False]], # 30 (P5/32-large)
- [[21, 24, 27, 30], 1, Detect, [nc, anchors]], # Detect(P2, P3, P4, P5)
- ]
|