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20242026
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cs.RO2026

NEO: NeRF It Once, Edit It Many Times for Continuous Object Manipulation

Mikołaj Zieliński, David Hall, Dominik Belter +1

In this paper, we present NEO, a unified framework providing language-guided NeRF editing for robotic manipulation. Our paper introduces (i) a language-guided object removal that c…

cs.RO2026

GemNav: Discrete-Token Visual Robot Navigation using a Multimodal Large Language Model

Peter Bohm, Saimunur Rahman, Abdelwahed Khamis +3

Visual navigation policies built on large pretrained models have so far followed a common recipe: a dedicated visual encoder, a bespoke action head, and training on thousands of ho…

cs.RO2025

Pair-VPR: Place-Aware Pre-training and Contrastive Pair Classification for Visual Place Recognition with Vision Transformers

Stephen Hausler, Peyman Moghadam

In this work we propose a novel joint training method for Visual Place Recognition (VPR), which simultaneously learns a global descriptor and a pair classifier for re-ranking. The…

cs.RO2024

WildScenes: A Benchmark for 2D and 3D Semantic Segmentation in Large-scale Natural Environments

Kavisha Vidanapathirana, Joshua Knights, Stephen Hausler +8

Recent progress in semantic scene understanding has primarily been enabled by the availability of semantically annotated bi-modal (camera and LiDAR) datasets in urban environments.…

cs.RO2024

Object Registration in Neural Fields

David Hall, Stephen Hausler, Sutharsan Mahendren +1

Neural fields provide a continuous scene representation of 3D geometry and appearance in a way which has great promise for robotics applications. One functionality that unlocks uni…

cs.RO2024

Towards Long-term Robotics in the Wild

Stephen Hausler, Ethan Griffiths, Milad Ramezani +1

In this paper, we emphasise the critical importance of large-scale datasets for advancing field robotics capabilities, particularly in natural environments. While numerous datasets…