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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,55 +1,49 @@ | ||
| # parameters | ||
| nc: 20 # number of classes | ||
| # YOLOv5 🚀 by YOLOAir, GPL-3.0 license | ||
|
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| # Parameters | ||
| nc: 80 # number of classes | ||
| depth_multiple: 0.33 # model depth multiple | ||
| width_multiple: 0.50 # layer channel multiple | ||
|
|
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| # anchors | ||
| anchors: | ||
| #- [5,6, 7,9, 12,10] # P2/4 | ||
| - [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 backbone | ||
| # YOLOv5 v6.0 backbone | ||
| backbone: | ||
| # [from, number, module, args] # [c=channels,module,kernlsize,strides] | ||
| [[-1, 1, Conv, [64, 6, 2, 2]], # 0-P1/2 [c=3,64*0.5=32,3] | ||
| [-1, 1, Conv, [128, 3, 2]], # 1-P2/4 | ||
| [-1, 3, C3, [128]], #2 | ||
| [-1, 1, Conv, [256, 3, 2]], # 3-P3/8 | ||
| [-1, 6, C3, [256]], #4 | ||
| [-1, 3, CA, [256]] , #5 | ||
| [-1, 1, Conv, [512, 3, 2]], # 6-P4/16 | ||
| [-1, 9, C3, [512]], #7 | ||
| [-1, 3, CA, [512]], | ||
| [-1, 1, Conv, [1024, 3, 2]], # 9-P5/32 | ||
| [-1, 3, C3, [1024]], # 10 | ||
| [-1, 3, CA, [1024]], #11 | ||
| [-1, 1, SPPF, [1024, 5]], #12 | ||
| # [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 head | ||
| # YOLOv5 v6.0 head | ||
| head: | ||
| [[-1, 1, Conv, [512, 1, 1]], #13 | ||
| [[-1, 1, Conv, [512, 1, 1]], | ||
| [-1, 1, nn.Upsample, [None, 2, 'nearest']], | ||
| [[-1, 8], 1, Concat, [1]], # cat backbone P4 | ||
| [-1, 3, C3, [512, False]], # 16 | ||
| [[-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, 5], 1, Concat, [1]], # cat backbone P3 | ||
| [-1, 3, C3, [256, False]], # 20 (P3/8-small) | ||
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| [[-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, 17], 1, Concat, [1]], # cat head P4 | ||
| [-1, 3, C3, [512, False]], # 23 (P4/16-medium) [256, 256, 1, False] | ||
| #[-1, 3, CBAM, [512]], #26 | ||
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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]], #24 #[256, 256, 3, 2] | ||
| [[-1, 13], 1, Concat, [1]], # cat head P5 | ||
| [-1, 3, C3, [1024, False]], # 26 (P5/32-large) [512, 512, 1, False] | ||
| [-1, 1, Conv, [512, 3, 2]], | ||
| [[-1, 10], 1, Concat, [1]], # cat head P5 | ||
| [-1, 3, C3, [1024, False]], # 23 (P5/32-large) | ||
| [-1, 1, CA, [1024]], | ||
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| [[20, 23, 26], 1, Detect, [nc, anchors]], # Detect(P3, P4, P5) | ||
| [[17, 20, 24], 1, Detect, [nc, anchors]], # Detect(P3, P4, P5) | ||
| ] |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -1,56 +1,49 @@ | ||
| # parameters | ||
| nc: 10 # number of classes | ||
| # YOLOv5 🚀 by YOLOAir, GPL-3.0 license | ||
|
|
||
| # Parameters | ||
| nc: 80 # number of classes | ||
| depth_multiple: 0.33 # model depth multiple | ||
| width_multiple: 0.50 # layer channel multiple | ||
|
|
||
| # anchors | ||
| anchors: | ||
| #- [5,6, 7,9, 12,10] # P2/4 | ||
| - [10,13, 16,30, 33,23] # P3/8 | ||
| - [30,61, 62,45, 59,119] # P4/16 | ||
| - [116,90, 156,198, 373,326] # P5/32 | ||
|
|
||
| # YOLOv5 backbone | ||
| # YOLOv5 v6.0 backbone | ||
| backbone: | ||
| # [from, number, module, args] # [c=channels,module,kernlsize,strides] | ||
| [[-1, 1, Conv, [64, 6, 2, 2]], # 0-P1/2 [c=3,64*0.5=32,3] | ||
| [-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]], | ||
| # [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, CBAM, [1024]], #9 | ||
| [-1, 1, SPPF, [1024,5]], #10 | ||
| [-1, 3, C3, [1024]], | ||
| [-1, 1, SPPF, [1024, 5]], # 9 | ||
| ] | ||
|
|
||
| # YOLOv5 head | ||
| # YOLOv5 v6.0 head | ||
| head: | ||
| [[-1, 1, Conv, [512, 1, 1]], | ||
| [[-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]], # 14 | ||
| [-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]], # 18 (P3/8-small) | ||
| [-1, 1, CBAM, [256]], #19 | ||
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| [-1, 3, C3, [256, False]], # 17 (P3/8-small) | ||
|
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| [-1, 1, Conv, [256, 3, 2]], | ||
| [[-1, 15], 1, Concat, [1]], # cat head P4 | ||
| [-1, 3, C3, [512, False]], # 22 (P4/16-medium) [256, 256, 1, False] | ||
| [-1, 1, CBAM, [512]], | ||
|
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| [[-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]], #[256, 256, 3, 2] | ||
| [[-1, 11], 1, Concat, [1]], # cat head P5 | ||
| [-1, 3, C3, [1024, False]], # 25 (P5/32-large) [512, 512, 1, False] | ||
| [-1, 1, CBAM, [1024]], | ||
|
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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) | ||
| [-1, 1, CBAM, [1024]], | ||
|
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| [[19, 23, 27], 1, Detect, [nc, anchors]], # Detect(P3, P4, P5) | ||
| [[17, 20, 24], 1, Detect, [nc, anchors]], # Detect(P3, P4, P5) | ||
| ] |
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