Files
yolov7_plate/cfg/yolov7-lite-e.yaml
2022-12-09 18:42:40 +08:00

47 lines
1.5 KiB
YAML

# parameters
nc: 2 # number of classes
nkpt: 4 # number of keypoints
depth_multiple: 1.0 # model depth multiple
width_multiple: 1.0 # layer channel multiple
dw_conv_kpt: True
anchors:
- [4,5, 6,8, 10,12] # P3/8
- [15,19, 23,30, 39,52] # P4/16
- [72,97, 123,164, 209,297] # P5/32
# custom backbone
backbone:
# [from, number, module, args]
[ [ -1, 1, conv_bn_relu_maxpool, [ 32 ] ], # 0-P2/4
[ -1, 1, Shuffle_Block, [ 116, 2 ] ], # 1-P3/8
[ -1, 3, Shuffle_Block, [ 116, 1 ] ], # 2
[ -1, 1, Shuffle_Block, [ 232, 2 ] ], # 3-P4/16
[ -1, 7, Shuffle_Block, [ 232, 1 ] ], # 4
[ -1, 1, Shuffle_Block, [ 464, 2 ] ], # 5-P5/32
[ -1, 1, Shuffle_Block, [ 464, 1 ] ], # 6
]
# v5lite-e head
head:
[ [ -1, 1, Conv, [ 96, 1, 1 ] ],
[ -1, 1, nn.Upsample, [ None, 2, 'nearest' ] ],
[ [ -1, 4 ], 1, Concat, [ 1 ] ], # cat backbone P4
[ -1, 1, DWConvblock, [96, 3, 1] ], # 10
[ -1, 1, Conv, [ 96, 1, 1 ] ],
[ -1, 1, nn.Upsample, [ None, 2, 'nearest' ] ],
[ [ -1, 2 ], 1, Concat, [ 1 ] ], # cat backbone P3
[ -1, 1, DWConvblock, [96, 3, 1] ], # 14 (P3/8-small)
[-1, 1, DWConvblock, [96, 3, 2]],
[ [ -1, 11 ], 1, ADD, [ 1 ] ], # cat head P4
[ -1, 1, DWConvblock, [96, 3, 1] ], # 17 (P4/16-medium)
[ -1, 1, DWConvblock, [ 96, 3, 2 ] ],
[ [ -1, 7 ], 1, ADD, [ 1 ] ], # cat head P5
[ -1, 1, DWConvblock, [96, 3, 1] ], # 20 (P5/32-large)
[ [ 14, 17, 20 ], 1, IKeypoint, [nc, anchors, nkpt]], # Detect(P3, P4, P5)
]