Salient Region Detection with Multi-Feature Fusion and Edge Constraint

Cheng Xu, Wei Han, Dongzhen Wang, Daqing Huang · IEICE Transactions on Information and Systems · 2020

In this paper, we propose a salient region detection method with multi-feature fusion and edge constraint. First, an image feature extraction and fusion network based on dense connection structure and multi-channel convolution channel is designed. Then, a multi-scale atrous convolution block is applied to enlarge reception field. Finally, to increase accuracy, a combined loss function including classified loss and edge loss is built for multi-task training. Experimental results verify the effectiveness of the proposed method.

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