In this work, we propose OpenGraph, a novel open-vocabulary hierarchical graph representation designed for large-scale outdoor environments. OpenGraph initially extracts instances and their captions ...

Then, deformable 3D convolution and iterative back projection are combined for feature fusion. Finally, multiple residual dense blocks and sub-pixel convolution are used for high-resolution ...