Benchmarking neural radiance fields for autonomous robots: An overview

Y Ming, X Yang, W Wang, Z Chen, J Feng… - … Applications of Artificial …, 2025 - Elsevier
Abstract Neural Radiance Field (NeRF) has emerged as a powerful paradigm for scene
representation, offering high-fidelity renderings and reconstructions from a set of sparse and …

Registering neural 4D gaussians for endoscopic surgery

Y Huang, B Cui, J Zhang, L Bai, H Ren - arxiv preprint arxiv:2407.20213, 2024 - arxiv.org
The recent advance in neural rendering has enabled the ability to reconstruct high-quality
4D scenes using neural networks. Although 4D neural reconstruction is popular, registration …

Object Registration in Neural Fields

D Hall, S Hausler, S Mahendren… - arxiv preprint arxiv …, 2024 - arxiv.org
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 …

Shape-Space Deformer: Unified Visuo-Tactile Representations for Robotic Manipulation of Deformable Objects

S Collins, B Tidd, M Baktashmotlagh… - arxiv preprint arxiv …, 2024 - arxiv.org
Accurate modelling of object deformations is crucial for a wide range of robotic manipulation
tasks, where interacting with soft or deformable objects is essential. Current methods …