Publications from academics at the Applied AI Lab at the Oxford Robotics Institute
Publications @ A2I
DITTO: Offline Imitation Learning with World Models
DeMoss B, Duckworth P, Hawes N & Posner I (2023)
BibTeX
@misc{dittoofflineimi-2023/2,
title={DITTO: Offline Imitation Learning with World Models},
author={DeMoss B, Duckworth P, Hawes N & Posner I},
year = "2023"
}
You Only Look at One: Category-Level Object Representations for Pose Estimation From a Single Example
Goodwin W, Havoutis I & Posner I (2023), Proceedings of Machine Learning Research, 205, 1435-1445
BibTeX
@inproceedings{youonlylookaton-2023/1,
title={You Only Look at One: Category-Level Object Representations for Pose Estimation From a Single Example},
author={Goodwin W, Havoutis I & Posner I},
pages={1435-1445},
year = "2023"
}
Leveraging Scene Embeddings for Gradient-Based Motion Planning in Latent Space
Yamada J, Hung CM, Collins J, Havoutis I & Posner I (2023), Proceedings - IEEE International Conference on Robotics and Automation, 2023-May, 5674-5680
VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait Representation
Mitchell AL, Merkt WX, Geisert M, Gangapurwala S, Engelcke M et al. (2023), IEEE Transactions on Robotics, 1-16
BibTeX
@article{vaelocoversatil-2023/,
title={VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait Representation},
author={Mitchell AL, Merkt WX, Geisert M, Gangapurwala S, Engelcke M et al.},
journal={IEEE Transactions on Robotics},
pages={1-16},
publisher={Institute of Electrical and Electronics Engineers (IEEE)},
year = "2023"
}
Reaching Through Latent Space: From Joint Statistics to Path Planning in Manipulation
Hung C-M, Zhong S, Goodwin W, Jones OP, Engelcke M et al. (2022)
BibTeX
@misc{reachingthrough-2022/10,
title={Reaching Through Latent Space: From Joint Statistics to Path Planning in
Manipulation},
author={Hung C-M, Zhong S, Goodwin W, Jones OP, Engelcke M et al.},
year = "2022"
}
Zero-shot category-level object pose estimation
Goodwin W, Vaze S, Havoutis I & Posner I (2022)(13699), 516-532
Reaching Through Latent Space: From Joint Statistics to Path Planning in Manipulation
Hung C-M, Zhong S, Goodwin W, Jones OP, Engelcke M et al. (2022)
BibTeX
@misc{reachingthrough-2022/10,
title={Reaching Through Latent Space: From Joint Statistics to Path Planning in
Manipulation},
author={Hung C-M, Zhong S, Goodwin W, Jones OP, Engelcke M et al.},
year = "2022"
}
Composing RNNs and FSTs for Small Data: Recovering Missing Characters in Old Hawaiian Text
Jones OP & Shillingford B (2022)
BibTeX
@misc{composingrnnsan-2022/7,
title={Composing RNNs and FSTs for Small Data: Recovering Missing Characters in
Old Hawaiian Text},
author={Jones OP & Shillingford B},
year = "2022"
}
Next steps: learning a disentangled gait representation for versatile quadruped locomotion
Mitchell A, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al. (2022), 2022 International Conference on Robotics and Automation (ICRA), 10564-10570
BibTeX
@inproceedings{nextstepslearni-2022/7,
title={Next steps: learning a disentangled gait representation for versatile quadruped locomotion},
author={Mitchell A, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al.},
booktitle={International Conference on Robotics and Automation (ICRA 2022)},
pages={10564-10570},
year = "2022"
}
Fast-MbyM: leveraging translational invariance of the fourier transform for efficient and accurate radar odometry
Weston R, Gadd M, De Martini D, Newman P & Posner H (2022), Proceedings of the IEEE International Conference on Robotics and Automation (ICRA 2022), 2186-2192
BibTeX
@inproceedings{fastmbymleverag-2022/7,
title={Fast-MbyM: leveraging translational invariance of the fourier transform for efficient and accurate radar odometry},
author={Weston R, Gadd M, De Martini D, Newman P & Posner H},
booktitle={IEEE International Conference on Robotics and Automation (ICRA 2022)},
pages={2186-2192},
year = "2022"
}
ObPose: Leveraging Pose for Object-Centric Scene Inference in 3D
Wu Y, Jones OP & Posner I (2022)
BibTeX
@misc{obposeleveragin-2022/6,
title={ObPose: Leveraging Pose for Object-Centric Scene Inference in 3D},
author={Wu Y, Jones OP & Posner I},
year = "2022"
}
ObPose: Leveraging Pose for Object-Centric Scene Inference in 3D
Wu Y, Jones OP & Posner I (2022)
BibTeX
@misc{obposeleveragin-2022/6,
title={ObPose: Leveraging Pose for Object-Centric Scene Inference in 3D},
author={Wu Y, Jones OP & Posner I},
year = "2022"
}
Generalizing Brain Decoding Across Subjects with Deep Learning
Csaky R, Es MV, Jones OP & Woolrich M (2022)
BibTeX
@misc{generalizingbra-2022/5,
title={Generalizing Brain Decoding Across Subjects with Deep Learning},
author={Csaky R, Es MV, Jones OP & Woolrich M},
year = "2022"
}
VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait Representation
Mitchell AL, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al. (2022)
BibTeX
@misc{vaelocoversatil-2022/5,
title={VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait
Representation},
author={Mitchell AL, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al.},
year = "2022"
}
VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait Representation
Mitchell AL, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al. (2022)
BibTeX
@misc{vaelocoversatil-2022/5,
title={VAE-Loco: Versatile Quadruped Locomotion by Learning a Disentangled Gait
Representation},
author={Mitchell AL, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al.},
year = "2022"
}
Reaching through latent space: From joint statistics to path planning in manipulation
Hung C-M, Zhong S, Goodwin W, Parker Jones O, Engelcke M et al. (2022), IEEE Robotics and Automation Letters
BibTeX
@article{reachingthrough-2022/2,
title={Reaching through latent space: From joint statistics to path planning in manipulation},
author={Hung C-M, Zhong S, Goodwin W, Parker Jones O, Engelcke M et al.},
journal={IEEE Robotics and Automation Letters},
publisher={Institute of Electrical and Electronics Engineers},
year = "2022"
}
Universal Approximation of Functions on Sets
Wagstaff E, Fuchs FB, Engelcke M, Osborne MA & Posner I (2022), Journal of Machine Learning Research, 23
BibTeX
@article{universalapprox-2022/1,
title={Universal Approximation of Functions on Sets},
author={Wagstaff E, Fuchs FB, Engelcke M, Osborne MA & Posner I},
journal={Journal of Machine Learning Research},
volume={23},
year = "2022"
}
Next Steps: Learning a Disentangled Gait Representation for Versatile Quadruped Locomotion
Mitchell AL, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al. (2021)
BibTeX
@misc{nextstepslearni-2021/12,
title={Next Steps: Learning a Disentangled Gait Representation for Versatile
Quadruped Locomotion},
author={Mitchell AL, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al.},
year = "2021"
}
Next Steps: Learning a Disentangled Gait Representation for Versatile Quadruped Locomotion
Mitchell AL, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al. (2021)
BibTeX
@misc{nextstepslearni-2021/12,
title={Next Steps: Learning a Disentangled Gait Representation for Versatile
Quadruped Locomotion},
author={Mitchell AL, Merkt W, Geisert M, Gangapurwala S, Engelcke M et al.},
year = "2021"
}
Goal-conditioned end-to-end visuomotor control for versatile skill primitives
Groth O, Hung C, Vedaldi A & Posner I (2021), 2021 IEEE International Conference on Robotics and Automation (ICRA), 1319-1325