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Lachlan Mares

3 accepted papers

2025

ObjectReact: Learning Object-Relative Control for Visual Navigation

CoRL 2025poster

Visual navigation using only a single camera and a topological map has recently become an appealing alternative to methods that require additional sensors and 3D maps. This is typically achieved through an "image-relative" approach to estimating control from a given pair of current observation and s…

Cited by 0SourceScholar
2025

TANGO: Traversability-Aware Navigation with Local Metric Control for Topological Goals

ICRA 2025

Visual navigation in robotics traditionally relies on globally-consistent 3D maps or learned controllers, which can be computationally expensive and difficult to generalize across diverse environments. In this work, we present a novel RGB-only, object-level topometric navigation pipeline that enable

Cited by 4SourcecodeScholar
2024

RoboHop: Segment-based Topological Map Representation for Open-World Visual Navigation

ICRA 2024poster

Mapping is crucial for spatial reasoning, planning and robot navigation. Existing approaches range from metric, which require precise geometry-based optimization, to purely topological, where image-as-node based graphs lack explicit object-level reasoning and interconnectivity. In this paper, we pro…

Cited by 19SourcecodeScholar