Abstract: Highlights•A novel framework called R-Net is proposed for salient object detection.•Long-range dependency solves space context separation within feature map.•Recursive decoder generates preliminary salient map by full-scale feature fusion.•Edge refinement obtains the delicate map based on preliminary salient map.•Our method can achieve state-of-the-art performance on five benchmarks.
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