My current work develops a hybrid loop-closure architecture for scalable ground-texture SLAM. The system combines complementary localization methods to maintain robust tracking across surfaces with varying texture while limiting the memory required for each keyframe.
In experiments to date, this approach reduces per-keyframe memory by up to 55× relative to a direct-method baseline. A manuscript describing the system is in preparation.