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MLBench

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Contour_Detection_Paper

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• "ultralytics.nn.modules.block.DFL",
• "ultralytics.nn.modules.conv.DWConv",
• "ultralytics.nn.modules.block.SPPF",
• "ultralytics.nn.modules.head.Detect",
• "ultralytics.nn.modules.conv.Conv",
• "torch.HalfStorage",
• "torch._utils._rebuild_tensor_v2",
• "torch._utils._rebuild_parameter",
• "ultralytics.nn.modules.block.Bottleneck",
• "torch.LongStorage",
• "torch.Size",
• "torch.nn.modules.container.Sequential",
• "collections.OrderedDict",
• "torch.nn.modules.pooling.MaxPool2d",
• "ultralytics.nn.modules.block.C3k2",
• "ultralytics.nn.tasks.DetectionModel",
• "torch.nn.modules.batchnorm.BatchNorm2d",
• "ultralytics.nn.modules.block.PSABlock",
• "ultralytics.nn.modules.block.C2PSA",
• "__builtin__.set",
• "ultralytics.nn.modules.block.Attention",
• "ultralytics.nn.modules.block.C3k",
• "torch.nn.modules.upsampling.Upsample",
• "torch.FloatStorage",
• "torch.nn.modules.conv.Conv2d",
• "torch.nn.modules.container.ModuleList",
• "torch.nn.modules.linear.Identity",
• "ultralytics.nn.modules.conv.Concat",
• "torch.nn.modules.activation.SiLU"

How to fix it?

• "ultralytics.nn.modules.block.DFL",
• "torch.nn.modules.container.ModuleList",
• "torch._utils._rebuild_parameter",
• "ultralytics.nn.modules.head.Detect",
• "torch.nn.modules.container.Sequential",
• "torch.nn.modules.batchnorm.BatchNorm2d",
• "ultralytics.nn.modules.block.Attention",
• "torch.FloatStorage",
• "torch.HalfStorage",
• "torch._utils._rebuild_tensor_v2",
• "__builtin__.set",
• "torch.nn.modules.conv.Conv2d",
• "ultralytics.nn.modules.block.PSABlock",
• "torch.LongStorage",
• "torch.nn.modules.linear.Identity",
• "ultralytics.nn.modules.block.Bottleneck",
• "ultralytics.nn.modules.block.C2PSA",
• "ultralytics.nn.modules.block.C3k",
• "ultralytics.nn.modules.block.SPPF",
• "ultralytics.nn.modules.conv.Concat",
• "collections.OrderedDict",
• "ultralytics.nn.modules.conv.Conv",
• "torch.Size",
• "torch.nn.modules.activation.SiLU",
• "torch.nn.modules.pooling.MaxPool2d",
• "ultralytics.nn.tasks.DetectionModel",
• "ultralytics.nn.modules.block.C3k2",
• "ultralytics.nn.modules.conv.DWConv",
• "torch.nn.modules.upsampling.Upsample"

How to fix it?

• "ultralytics.nn.modules.conv.Concat",
• "collections.OrderedDict",
• "torch.nn.modules.container.ModuleList",
• "ultralytics.nn.modules.block.SPPF",
• "ultralytics.nn.modules.block.Bottleneck",
• "torch.nn.modules.pooling.MaxPool2d",
• "ultralytics.nn.tasks.DetectionModel",
• "torch._utils._rebuild_tensor_v2",
• "__builtin__.set",
• "ultralytics.nn.modules.block.DFL",
• "torch.Size",
• "torch.nn.modules.activation.SiLU",
• "ultralytics.nn.modules.conv.Conv",
• "ultralytics.nn.modules.head.Detect",
• "torch._utils._rebuild_parameter",
• "ultralytics.nn.modules.block.C2f",
• "torch.nn.modules.upsampling.Upsample",
• "torch.HalfStorage",
• "torch.nn.modules.batchnorm.BatchNorm2d",
• "torch.FloatStorage",
• "torch.nn.modules.conv.Conv2d",
• "torch.nn.modules.container.Sequential",
• "torch.LongStorage"

How to fix it?

• "torch.nn.modules.container.Sequential",
• "ultralytics.nn.modules.head.WorldDetect",
• "torch.nn.modules.conv.Conv2d",
• "ultralytics.nn.modules.block.MaxSigmoidAttnBlock",
• "ultralytics.nn.modules.block.DFL",
• "torch.FloatStorage",
• "ultralytics.nn.tasks.WorldModel",
• "__builtin__.set",
• "ultralytics.nn.modules.block.Bottleneck",
• "ultralytics.nn.modules.conv.Conv",
• "torch.nn.modules.upsampling.Upsample",
• "torch.HalfStorage",
• "ultralytics.nn.modules.block.C2fAttn",
• "torch._utils._rebuild_tensor_v2",
• "torch.nn.modules.linear.Identity",
• "torch.device",
• "torch.LongStorage",
• "torch.nn.modules.normalization.LayerNorm",
• "torch.nn.modules.activation.SiLU",
• "torch.nn.modules.pooling.AdaptiveMaxPool2d",
• "collections.OrderedDict",
• "torch._utils._rebuild_parameter",
• "ultralytics.nn.modules.conv.Concat",
• "torch.nn.modules.linear.Linear",
• "torch.nn.modules.batchnorm.BatchNorm2d",
• "ultralytics.nn.modules.block.ImagePoolingAttn",
• "ultralytics.nn.modules.block.C2f",
• "torch.nn.modules.container.ModuleList",
• "ultralytics.nn.modules.block.ContrastiveHead",
• "torch.nn.modules.pooling.MaxPool2d",
• "ultralytics.nn.modules.block.SPPF"

How to fix it?