A water-obstacle separation and refinement network for unmanned surface vehicles

Borja Bovcon,Matej Kristan,Borja Bovcon,Matej Kristan

Obstacle detection by semantic segmentation shows a great promise for autonomous navigation in unmanned surface vehicles (USV). However, existing methods suffer from poor estimation of the water edge in presence of visual ambiguities, poor detection of small obstacles and high false-positive rate on water reflections and wakes. We propose a new deep encoder-decoder architecture, a water-obstacle s...