Abstract: Highlights•Human image parsing based on the context semantic and spatial detail feature fusion.•Context and spatial pyramid unit encode semantic and spatial content accordingly.•Dual pyramid unit conduces to parsing performance from human image to body label.•The proposed approach strikes a balance between the speed and parsing performance.
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