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System and method for semantic segmentation using dense upsampling convolution (DUC)
System and method for semantic segmentation using dense upsampling convolution (DUC)
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机译:使用密集上采样卷积(DUC)进行语义分割的系统和方法
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摘要
A system and method for semantic segmentation using dense upsampling convolution (DUC) are disclosed. A particular embodiment includes: receiving an input image; producing a feature map from the input image; performing a convolution operation on the feature map and reshape the feature map to produce a label map; dividing the label map into equal subparts, which have the same height and width as the feature map; stacking the subparts of the label map to produce a whole label map; and applying a convolution operation directly between the feature map and the whole label map without inserting extra values in deconvolutional layers to produce a semantic label map.
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