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--- a +++ b/model-description/architecture.txt @@ -0,0 +1,474 @@ +==================================================================================================== +Layer (type:depth-idx) Input Shape Output Shape +==================================================================================================== +Unet -- -- +├─UnetDecoder: 1 -- -- +│ └─ModuleList: 2-1 -- -- +├─EfficientNetEncoder: 1-1 [1, 3, 512, 512] [1, 3, 512, 512] +│ └─Conv2d: 2-2 [1, 3, 512, 512] [1, 48, 256, 256] +│ └─BatchNorm2d: 2-3 [1, 48, 256, 256] [1, 48, 256, 256] +│ └─Swish: 2-4 [1, 48, 256, 256] [1, 48, 256, 256] +│ └─Sequential: 2 -- -- +│ │ └─Sequential: 3-1 [1, 48, 256, 256] [1, 24, 256, 256] +│ │ │ └─DepthwiseSeparableConv: 4-1 [1, 48, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─Conv2d: 5-1 [1, 48, 256, 256] [1, 48, 256, 256] +│ │ │ │ └─BatchNorm2d: 5-2 [1, 48, 256, 256] [1, 48, 256, 256] +│ │ │ │ └─Swish: 5-3 [1, 48, 256, 256] [1, 48, 256, 256] +│ │ │ │ └─SqueezeExcite: 5-4 [1, 48, 256, 256] [1, 48, 256, 256] +│ │ │ │ └─Conv2d: 5-5 [1, 48, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─BatchNorm2d: 5-6 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─Identity: 5-7 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ └─DepthwiseSeparableConv: 4-2 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─Conv2d: 5-8 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─BatchNorm2d: 5-9 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─Swish: 5-10 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─SqueezeExcite: 5-11 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─Conv2d: 5-12 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─BatchNorm2d: 5-13 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─Identity: 5-14 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ └─DepthwiseSeparableConv: 4-3 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─Conv2d: 5-15 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─BatchNorm2d: 5-16 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─Swish: 5-17 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─SqueezeExcite: 5-18 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─Conv2d: 5-19 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─BatchNorm2d: 5-20 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ │ │ └─Identity: 5-21 [1, 24, 256, 256] [1, 24, 256, 256] +│ │ └─Sequential: 3-2 [1, 24, 256, 256] [1, 40, 128, 128] +│ │ │ └─InvertedResidual: 4-4 [1, 24, 256, 256] [1, 40, 128, 128] +│ │ │ │ └─Conv2d: 5-22 [1, 24, 256, 256] [1, 144, 256, 256] +│ │ │ │ └─BatchNorm2d: 5-23 [1, 144, 256, 256] [1, 144, 256, 256] +│ │ │ │ └─Swish: 5-24 [1, 144, 256, 256] [1, 144, 256, 256] +│ │ │ │ └─Conv2d: 5-25 [1, 144, 256, 256] [1, 144, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-26 [1, 144, 128, 128] [1, 144, 128, 128] +│ │ │ │ └─Swish: 5-27 [1, 144, 128, 128] [1, 144, 128, 128] +│ │ │ │ └─SqueezeExcite: 5-28 [1, 144, 128, 128] [1, 144, 128, 128] +│ │ │ │ └─Conv2d: 5-29 [1, 144, 128, 128] [1, 40, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-30 [1, 40, 128, 128] [1, 40, 128, 128] +│ │ │ └─InvertedResidual: 4-5 [1, 40, 128, 128] [1, 40, 128, 128] +│ │ │ │ └─Conv2d: 5-31 [1, 40, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-32 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Swish: 5-33 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Conv2d: 5-34 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-35 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Swish: 5-36 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─SqueezeExcite: 5-37 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Conv2d: 5-38 [1, 240, 128, 128] [1, 40, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-39 [1, 40, 128, 128] [1, 40, 128, 128] +│ │ │ └─InvertedResidual: 4-6 [1, 40, 128, 128] [1, 40, 128, 128] +│ │ │ │ └─Conv2d: 5-40 [1, 40, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-41 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Swish: 5-42 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Conv2d: 5-43 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-44 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Swish: 5-45 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─SqueezeExcite: 5-46 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Conv2d: 5-47 [1, 240, 128, 128] [1, 40, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-48 [1, 40, 128, 128] [1, 40, 128, 128] +│ │ │ └─InvertedResidual: 4-7 [1, 40, 128, 128] [1, 40, 128, 128] +│ │ │ │ └─Conv2d: 5-49 [1, 40, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-50 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Swish: 5-51 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Conv2d: 5-52 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-53 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Swish: 5-54 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─SqueezeExcite: 5-55 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Conv2d: 5-56 [1, 240, 128, 128] [1, 40, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-57 [1, 40, 128, 128] [1, 40, 128, 128] +│ │ │ └─InvertedResidual: 4-8 [1, 40, 128, 128] [1, 40, 128, 128] +│ │ │ │ └─Conv2d: 5-58 [1, 40, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-59 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Swish: 5-60 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Conv2d: 5-61 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-62 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Swish: 5-63 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─SqueezeExcite: 5-64 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Conv2d: 5-65 [1, 240, 128, 128] [1, 40, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-66 [1, 40, 128, 128] [1, 40, 128, 128] +│ │ └─Sequential: 3-3 [1, 40, 128, 128] [1, 64, 64, 64] +│ │ │ └─InvertedResidual: 4-9 [1, 40, 128, 128] [1, 64, 64, 64] +│ │ │ │ └─Conv2d: 5-67 [1, 40, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-68 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Swish: 5-69 [1, 240, 128, 128] [1, 240, 128, 128] +│ │ │ │ └─Conv2d: 5-70 [1, 240, 128, 128] [1, 240, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-71 [1, 240, 64, 64] [1, 240, 64, 64] +│ │ │ │ └─Swish: 5-72 [1, 240, 64, 64] [1, 240, 64, 64] +│ │ │ │ └─SqueezeExcite: 5-73 [1, 240, 64, 64] [1, 240, 64, 64] +│ │ │ │ └─Conv2d: 5-74 [1, 240, 64, 64] [1, 64, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-75 [1, 64, 64, 64] [1, 64, 64, 64] +│ │ │ └─InvertedResidual: 4-10 [1, 64, 64, 64] [1, 64, 64, 64] +│ │ │ │ └─Conv2d: 5-76 [1, 64, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-77 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Swish: 5-78 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Conv2d: 5-79 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-80 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Swish: 5-81 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─SqueezeExcite: 5-82 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Conv2d: 5-83 [1, 384, 64, 64] [1, 64, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-84 [1, 64, 64, 64] [1, 64, 64, 64] +│ │ │ └─InvertedResidual: 4-11 [1, 64, 64, 64] [1, 64, 64, 64] +│ │ │ │ └─Conv2d: 5-85 [1, 64, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-86 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Swish: 5-87 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Conv2d: 5-88 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-89 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Swish: 5-90 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─SqueezeExcite: 5-91 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Conv2d: 5-92 [1, 384, 64, 64] [1, 64, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-93 [1, 64, 64, 64] [1, 64, 64, 64] +│ │ │ └─InvertedResidual: 4-12 [1, 64, 64, 64] [1, 64, 64, 64] +│ │ │ │ └─Conv2d: 5-94 [1, 64, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-95 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Swish: 5-96 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Conv2d: 5-97 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-98 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Swish: 5-99 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─SqueezeExcite: 5-100 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Conv2d: 5-101 [1, 384, 64, 64] [1, 64, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-102 [1, 64, 64, 64] [1, 64, 64, 64] +│ │ │ └─InvertedResidual: 4-13 [1, 64, 64, 64] [1, 64, 64, 64] +│ │ │ │ └─Conv2d: 5-103 [1, 64, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-104 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Swish: 5-105 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Conv2d: 5-106 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-107 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Swish: 5-108 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─SqueezeExcite: 5-109 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Conv2d: 5-110 [1, 384, 64, 64] [1, 64, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-111 [1, 64, 64, 64] [1, 64, 64, 64] +│ │ └─Sequential: 3-4 [1, 64, 64, 64] [1, 128, 32, 32] +│ │ │ └─InvertedResidual: 4-14 [1, 64, 64, 64] [1, 128, 32, 32] +│ │ │ │ └─Conv2d: 5-112 [1, 64, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-113 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Swish: 5-114 [1, 384, 64, 64] [1, 384, 64, 64] +│ │ │ │ └─Conv2d: 5-115 [1, 384, 64, 64] [1, 384, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-116 [1, 384, 32, 32] [1, 384, 32, 32] +│ │ │ │ └─Swish: 5-117 [1, 384, 32, 32] [1, 384, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-118 [1, 384, 32, 32] [1, 384, 32, 32] +│ │ │ │ └─Conv2d: 5-119 [1, 384, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-120 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ └─InvertedResidual: 4-15 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─Conv2d: 5-121 [1, 128, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-122 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-123 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-124 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-125 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-126 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-127 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-128 [1, 768, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-129 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ └─InvertedResidual: 4-16 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─Conv2d: 5-130 [1, 128, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-131 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-132 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-133 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-134 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-135 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-136 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-137 [1, 768, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-138 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ └─InvertedResidual: 4-17 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─Conv2d: 5-139 [1, 128, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-140 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-141 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-142 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-143 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-144 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-145 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-146 [1, 768, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-147 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ └─InvertedResidual: 4-18 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─Conv2d: 5-148 [1, 128, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-149 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-150 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-151 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-152 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-153 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-154 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-155 [1, 768, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-156 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ └─InvertedResidual: 4-19 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─Conv2d: 5-157 [1, 128, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-158 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-159 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-160 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-161 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-162 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-163 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-164 [1, 768, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-165 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ └─InvertedResidual: 4-20 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─Conv2d: 5-166 [1, 128, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-167 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-168 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-169 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-170 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-171 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-172 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-173 [1, 768, 32, 32] [1, 128, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-174 [1, 128, 32, 32] [1, 128, 32, 32] +│ │ └─Sequential: 3-5 [1, 128, 32, 32] [1, 176, 32, 32] +│ │ │ └─InvertedResidual: 4-21 [1, 128, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─Conv2d: 5-175 [1, 128, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-176 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-177 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-178 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-179 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Swish: 5-180 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-181 [1, 768, 32, 32] [1, 768, 32, 32] +│ │ │ │ └─Conv2d: 5-182 [1, 768, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-183 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ └─InvertedResidual: 4-22 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─Conv2d: 5-184 [1, 176, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-185 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-186 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-187 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-188 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-189 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-190 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-191 [1, 1056, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-192 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ └─InvertedResidual: 4-23 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─Conv2d: 5-193 [1, 176, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-194 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-195 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-196 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-197 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-198 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-199 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-200 [1, 1056, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-201 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ └─InvertedResidual: 4-24 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─Conv2d: 5-202 [1, 176, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-203 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-204 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-205 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-206 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-207 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-208 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-209 [1, 1056, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-210 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ └─InvertedResidual: 4-25 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─Conv2d: 5-211 [1, 176, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-212 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-213 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-214 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-215 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-216 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-217 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-218 [1, 1056, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-219 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ └─InvertedResidual: 4-26 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─Conv2d: 5-220 [1, 176, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-221 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-222 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-223 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-224 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-225 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-226 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-227 [1, 1056, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-228 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ └─InvertedResidual: 4-27 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─Conv2d: 5-229 [1, 176, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-230 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-231 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-232 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-233 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-234 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─SqueezeExcite: 5-235 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-236 [1, 1056, 32, 32] [1, 176, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-237 [1, 176, 32, 32] [1, 176, 32, 32] +│ │ └─Sequential: 3-6 [1, 176, 32, 32] [1, 304, 16, 16] +│ │ │ └─InvertedResidual: 4-28 [1, 176, 32, 32] [1, 304, 16, 16] +│ │ │ │ └─Conv2d: 5-238 [1, 176, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-239 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Swish: 5-240 [1, 1056, 32, 32] [1, 1056, 32, 32] +│ │ │ │ └─Conv2d: 5-241 [1, 1056, 32, 32] [1, 1056, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-242 [1, 1056, 16, 16] [1, 1056, 16, 16] +│ │ │ │ └─Swish: 5-243 [1, 1056, 16, 16] [1, 1056, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-244 [1, 1056, 16, 16] [1, 1056, 16, 16] +│ │ │ │ └─Conv2d: 5-245 [1, 1056, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-246 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ └─InvertedResidual: 4-29 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─Conv2d: 5-247 [1, 304, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-248 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-249 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-250 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-251 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-252 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-253 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-254 [1, 1824, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-255 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ └─InvertedResidual: 4-30 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─Conv2d: 5-256 [1, 304, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-257 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-258 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-259 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-260 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-261 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-262 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-263 [1, 1824, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-264 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ └─InvertedResidual: 4-31 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─Conv2d: 5-265 [1, 304, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-266 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-267 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-268 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-269 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-270 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-271 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-272 [1, 1824, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-273 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ └─InvertedResidual: 4-32 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─Conv2d: 5-274 [1, 304, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-275 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-276 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-277 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-278 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-279 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-280 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-281 [1, 1824, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-282 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ └─InvertedResidual: 4-33 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─Conv2d: 5-283 [1, 304, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-284 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-285 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-286 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-287 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-288 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-289 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-290 [1, 1824, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-291 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ └─InvertedResidual: 4-34 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─Conv2d: 5-292 [1, 304, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-293 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-294 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-295 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-296 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-297 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-298 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-299 [1, 1824, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-300 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ └─InvertedResidual: 4-35 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─Conv2d: 5-301 [1, 304, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-302 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-303 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-304 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-305 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-306 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-307 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-308 [1, 1824, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-309 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ └─InvertedResidual: 4-36 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─Conv2d: 5-310 [1, 304, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-311 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-312 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-313 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-314 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-315 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-316 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-317 [1, 1824, 16, 16] [1, 304, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-318 [1, 304, 16, 16] [1, 304, 16, 16] +│ │ └─Sequential: 3-7 [1, 304, 16, 16] [1, 512, 16, 16] +│ │ │ └─InvertedResidual: 4-37 [1, 304, 16, 16] [1, 512, 16, 16] +│ │ │ │ └─Conv2d: 5-319 [1, 304, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-320 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-321 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-322 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-323 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Swish: 5-324 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-325 [1, 1824, 16, 16] [1, 1824, 16, 16] +│ │ │ │ └─Conv2d: 5-326 [1, 1824, 16, 16] [1, 512, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-327 [1, 512, 16, 16] [1, 512, 16, 16] +│ │ │ └─InvertedResidual: 4-38 [1, 512, 16, 16] [1, 512, 16, 16] +│ │ │ │ └─Conv2d: 5-328 [1, 512, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-329 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─Swish: 5-330 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─Conv2d: 5-331 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-332 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─Swish: 5-333 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-334 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─Conv2d: 5-335 [1, 3072, 16, 16] [1, 512, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-336 [1, 512, 16, 16] [1, 512, 16, 16] +│ │ │ └─InvertedResidual: 4-39 [1, 512, 16, 16] [1, 512, 16, 16] +│ │ │ │ └─Conv2d: 5-337 [1, 512, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-338 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─Swish: 5-339 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─Conv2d: 5-340 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-341 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─Swish: 5-342 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─SqueezeExcite: 5-343 [1, 3072, 16, 16] [1, 3072, 16, 16] +│ │ │ │ └─Conv2d: 5-344 [1, 3072, 16, 16] [1, 512, 16, 16] +│ │ │ │ └─BatchNorm2d: 5-345 [1, 512, 16, 16] [1, 512, 16, 16] +├─UnetDecoder: 1-2 [1, 3, 512, 512] [1, 32, 512, 512] +│ └─Identity: 2-5 [1, 512, 16, 16] [1, 512, 16, 16] +│ └─ModuleList: 2-1 -- -- +│ │ └─DecoderBlock: 3-8 [1, 512, 16, 16] [1, 512, 32, 32] +│ │ │ └─Attention: 4-40 [1, 688, 32, 32] [1, 688, 32, 32] +│ │ │ │ └─Identity: 5-346 [1, 688, 32, 32] [1, 688, 32, 32] +│ │ │ └─Conv2dReLU: 4-41 [1, 688, 32, 32] [1, 512, 32, 32] +│ │ │ │ └─Conv2d: 5-347 [1, 688, 32, 32] [1, 512, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-348 [1, 512, 32, 32] [1, 512, 32, 32] +│ │ │ │ └─ReLU: 5-349 [1, 512, 32, 32] [1, 512, 32, 32] +│ │ │ └─Conv2dReLU: 4-42 [1, 512, 32, 32] [1, 512, 32, 32] +│ │ │ │ └─Conv2d: 5-350 [1, 512, 32, 32] [1, 512, 32, 32] +│ │ │ │ └─BatchNorm2d: 5-351 [1, 512, 32, 32] [1, 512, 32, 32] +│ │ │ │ └─ReLU: 5-352 [1, 512, 32, 32] [1, 512, 32, 32] +│ │ │ └─Attention: 4-43 [1, 512, 32, 32] [1, 512, 32, 32] +│ │ │ │ └─Identity: 5-353 [1, 512, 32, 32] [1, 512, 32, 32] +│ │ └─DecoderBlock: 3-9 [1, 512, 32, 32] [1, 256, 64, 64] +│ │ │ └─Attention: 4-44 [1, 576, 64, 64] [1, 576, 64, 64] +│ │ │ │ └─Identity: 5-354 [1, 576, 64, 64] [1, 576, 64, 64] +│ │ │ └─Conv2dReLU: 4-45 [1, 576, 64, 64] [1, 256, 64, 64] +│ │ │ │ └─Conv2d: 5-355 [1, 576, 64, 64] [1, 256, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-356 [1, 256, 64, 64] [1, 256, 64, 64] +│ │ │ │ └─ReLU: 5-357 [1, 256, 64, 64] [1, 256, 64, 64] +│ │ │ └─Conv2dReLU: 4-46 [1, 256, 64, 64] [1, 256, 64, 64] +│ │ │ │ └─Conv2d: 5-358 [1, 256, 64, 64] [1, 256, 64, 64] +│ │ │ │ └─BatchNorm2d: 5-359 [1, 256, 64, 64] [1, 256, 64, 64] +│ │ │ │ └─ReLU: 5-360 [1, 256, 64, 64] [1, 256, 64, 64] +│ │ │ └─Attention: 4-47 [1, 256, 64, 64] [1, 256, 64, 64] +│ │ │ │ └─Identity: 5-361 [1, 256, 64, 64] [1, 256, 64, 64] +│ │ └─DecoderBlock: 3-10 [1, 256, 64, 64] [1, 128, 128, 128] +│ │ │ └─Attention: 4-48 [1, 296, 128, 128] [1, 296, 128, 128] +│ │ │ │ └─Identity: 5-362 [1, 296, 128, 128] [1, 296, 128, 128] +│ │ │ └─Conv2dReLU: 4-49 [1, 296, 128, 128] [1, 128, 128, 128] +│ │ │ │ └─Conv2d: 5-363 [1, 296, 128, 128] [1, 128, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-364 [1, 128, 128, 128] [1, 128, 128, 128] +│ │ │ │ └─ReLU: 5-365 [1, 128, 128, 128] [1, 128, 128, 128] +│ │ │ └─Conv2dReLU: 4-50 [1, 128, 128, 128] [1, 128, 128, 128] +│ │ │ │ └─Conv2d: 5-366 [1, 128, 128, 128] [1, 128, 128, 128] +│ │ │ │ └─BatchNorm2d: 5-367 [1, 128, 128, 128] [1, 128, 128, 128] +│ │ │ │ └─ReLU: 5-368 [1, 128, 128, 128] [1, 128, 128, 128] +│ │ │ └─Attention: 4-51 [1, 128, 128, 128] [1, 128, 128, 128] +│ │ │ │ └─Identity: 5-369 [1, 128, 128, 128] [1, 128, 128, 128] +│ │ └─DecoderBlock: 3-11 [1, 128, 128, 128] [1, 64, 256, 256] +│ │ │ └─Attention: 4-52 [1, 176, 256, 256] [1, 176, 256, 256] +│ │ │ │ └─Identity: 5-370 [1, 176, 256, 256] [1, 176, 256, 256] +│ │ │ └─Conv2dReLU: 4-53 [1, 176, 256, 256] [1, 64, 256, 256] +│ │ │ │ └─Conv2d: 5-371 [1, 176, 256, 256] [1, 64, 256, 256] +│ │ │ │ └─BatchNorm2d: 5-372 [1, 64, 256, 256] [1, 64, 256, 256] +│ │ │ │ └─ReLU: 5-373 [1, 64, 256, 256] [1, 64, 256, 256] +│ │ │ └─Conv2dReLU: 4-54 [1, 64, 256, 256] [1, 64, 256, 256] +│ │ │ │ └─Conv2d: 5-374 [1, 64, 256, 256] [1, 64, 256, 256] +│ │ │ │ └─BatchNorm2d: 5-375 [1, 64, 256, 256] [1, 64, 256, 256] +│ │ │ │ └─ReLU: 5-376 [1, 64, 256, 256] [1, 64, 256, 256] +│ │ │ └─Attention: 4-55 [1, 64, 256, 256] [1, 64, 256, 256] +│ │ │ │ └─Identity: 5-377 [1, 64, 256, 256] [1, 64, 256, 256] +│ │ └─DecoderBlock: 3-12 [1, 64, 256, 256] [1, 32, 512, 512] +│ │ │ └─Conv2dReLU: 4-56 [1, 64, 512, 512] [1, 32, 512, 512] +│ │ │ │ └─Conv2d: 5-378 [1, 64, 512, 512] [1, 32, 512, 512] +│ │ │ │ └─BatchNorm2d: 5-379 [1, 32, 512, 512] [1, 32, 512, 512] +│ │ │ │ └─ReLU: 5-380 [1, 32, 512, 512] [1, 32, 512, 512] +│ │ │ └─Conv2dReLU: 4-57 [1, 32, 512, 512] [1, 32, 512, 512] +│ │ │ │ └─Conv2d: 5-381 [1, 32, 512, 512] [1, 32, 512, 512] +│ │ │ │ └─BatchNorm2d: 5-382 [1, 32, 512, 512] [1, 32, 512, 512] +│ │ │ │ └─ReLU: 5-383 [1, 32, 512, 512] [1, 32, 512, 512] +│ │ │ └─Attention: 4-58 [1, 32, 512, 512] [1, 32, 512, 512] +│ │ │ │ └─Identity: 5-384 [1, 32, 512, 512] [1, 32, 512, 512] +├─SegmentationHead: 1-3 [1, 32, 512, 512] [1, 1, 512, 512] +│ └─Conv2d: 2-6 [1, 32, 512, 512] [1, 1, 512, 512] +│ └─Identity: 2-7 [1, 1, 512, 512] [1, 1, 512, 512] +│ └─Activation: 2-8 [1, 1, 512, 512] [1, 1, 512, 512] +│ │ └─Identity: 3-13 [1, 1, 512, 512] [1, 1, 512, 512] +==================================================================================================== \ No newline at end of file