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• W2728843867 abstract "Semantic segmentation, like other fields of computer vision, has seen a remarkable performance advance by the use of deep convolution neural networks. However, considering that neighboring pixels are heavily dependent on each other, both learning and testing of these methods have a lot of redundant operations. To resolve this problem, the proposed network is trained and tested with only 0.37% of total pixels by superpixel-based sampling and largely reduced the complexity of upsampling calculation. The hypercolumn feature maps are constructed by pyramid module in combination with the convolution layers of the base network. Since the proposed method uses a very small number of sampled pixels, the end-to-end learning of the entire network is difficult with a common learning rate for all the layers. In order to resolve this problem, the learning rate after sampling is controlled by statistical process control (SPC) of gradients in each layer. The proposed method performs better than or equal to the conventional methods that use much more samples on Pascal Context, SUN-RGBD dataset." @default.
• W2728843867 created "2017-07-14" @default.
• W2728843867 creator A5073731761 @default.
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• W2728843867 date "2017-06-30" @default.
• W2728843867 modified "2023-10-16" @default.
• W2728843867 title "Superpixel-based Semantic Segmentation Trained by Statistical Process Control" @default.
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• W2728843867 doi "https://doi.org/10.48550/arxiv.1706.10071" @default.
• W2728843867 hasPublicationYear "2017" @default.
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