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Keywords: Boundary refinement
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Journal Articles
Industrial Robot 1–12.
Published: 03 August 2026
... semantic maps. Design/methodology/approach An attention-enhanced and boundary-refined DeepLabv3+ network is used as the semantic front end. A multi-head self-attention module is introduced to strengthen global contextual modeling in degraded regions, and a boundary-enhanced conditional random field...
