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New model.yaml
activation:
field (#9371)
* New model.yaml `activation:` field Add optional model yaml activation field to define model-wide activations, i.e.: ```yaml activation: nn.LeakyReLU(0.1) # activation with arguments activation: nn.SiLU() # activation with no arguments ``` Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com> * Update yolo.py Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com> * Add example models * l to m models * update * Add yolov5s-LeakyReLU.yaml * Update yolov5s-LeakyReLU.yaml Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com> Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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# YOLOv5 🚀 by Ultralytics, GPL-3.0 license | ||
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# Parameters | ||
nc: 80 # number of classes | ||
activation: nn.LeakyReLU(0.1) # <----- Conv() activation used throughout entire YOLOv5 model | ||
depth_multiple: 0.33 # model depth multiple | ||
width_multiple: 0.50 # 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 | ||
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# 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 | ||
] | ||
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# YOLOv5 v6.0 head | ||
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 | ||
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[-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) | ||
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[-1, 1, Conv, [256, 3, 2]], | ||
[[-1, 14], 1, Concat, [1]], # cat head P4 | ||
[-1, 3, C3, [512, False]], # 20 (P4/16-medium) | ||
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[-1, 1, Conv, [512, 3, 2]], | ||
[[-1, 10], 1, Concat, [1]], # cat head P5 | ||
[-1, 3, C3, [1024, False]], # 23 (P5/32-large) | ||
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[[17, 20, 23], 1, Detect, [nc, anchors]], # Detect(P3, P4, P5) | ||
] |
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