Selected Publications

insafutdinov2022snes.pdf

Eldar Insafutdinov*, Dylan Campbell*, João F. Henriques, and Andrea Vedaldi [*equal contribution]

SNeS: Learning Probably Symmetric Neural Surfaces from Incomplete Data

The 17th European Conference on Computer Vision (ECCV), Tel Aviv, Israel, 2022

[Website] [Blog] [Paper] [Supplementary Material] [Code]

BibTeX

@article{insafutdinov2022snes,
title={{SNeS:} Learning Probably Symmetric Neural Surfaces from Incomplete Data},
author={Insafutdinov, Eldar and Campbell, Dylan and Henriques, Jo{\~a}o F and Vedaldi, Andrea},
booktitle={European Conference on Computer Vision (ECCV)},
year={2022},
publisher={Springer}
}

albanie202223mw.pdf

Samuel Albanie, Dylan Campbell, and João F. Henriques

A 23 MW data centre is all you need

Special Interest Group on Harry Quantile Bovik (SIGBOVIK), Pittsburgh, USA, 2022

[Paper] [Video]

BibTeX

@inproceedings{albanie202223,
title={A 23 {MW} data centre is all you need},
author={Albanie, Samuel and Campbell, Dylan and Henriques, Jo{\~a}o F},
booktitle={Special Interest Group on Harry Quantile Bovik (SIGBOVIK)},
year={2022}
}

shi2022accurate.pdf

Frederic Z. Zhang, Dylan Campbell, and Stephen Gould

Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer

The 38th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), New Orleans, USA, 2022

[Website] [Paper] [Supplementary Material] [Code] [Video]

BibTeX

@inproceedings{zhang2022efficient,
author    = {Zhang, Frederic Z. and Campbell, Dylan and Gould, Stephen}, 
title     = {Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
month     = {June},
year      = {2022},
pages     = {20104-20112}
}

gould2022exploiting.pdf

Stephen Gould, Dylan Campbell, Itzik Ben-Shabat, Chamin Hewa Koneputugodage, and Zhiwei Xu

Exploiting Problem Structure in Deep Declarative Networks: Two Case Studies

The AAAI Conference on Artificial Intelligence Workshops (AAAIW), virtual, 2022

[Paper]

BibTeX

@article{gould2022exploiting,
title={Exploiting Problem Structure in Deep Declarative Networks: Two Case Studies},
author={Gould, Stephen and Campbell, Dylan and Ben-Shabat, Itzik and Koneputugodage, Chamin Hewa and Xu, Zhiwei},
journal={arXiv preprint arXiv:2202.12404},
year={2022}
}

cheraghian2022zeroshot.pdf

Ali Cheraghian, Shafinn Rahman, Townim F Chowdhury, Dylan Campbell, Lars Petersson

Zero-shot learning on 3D point cloud objects and beyond

International Journal of Computer Vision (IJCV), Springer, 2022

[Paper] [Preprint] [Code]

BibTeX

@article{cheraghian2021zero,
  title={Zero-shot learning on {3D} point cloud objects and beyond},
  author={Cheraghian, Ali and Rahman, Shafinn and Chowdhury, Townim F and Campbell, Dylan and Petersson, Lars},
  journal={International Journal of Computer Vision},
  year={2021},
  publisher={Springer}
}

shi2022accurate.pdf

Yujiao Shi, Xin Yu, Liu Liu, Dylan Campbell, Piotr Koniusz, and Hongdong Li

Accurate 3-DoF Camera Geo-Localization via Ground-to-Satellite Image Matching

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022

[Paper] [Code]

BibTeX

@article{shi2022accurate,
title={Accurate 3-DoF Camera Geo-Localization via Ground-to-Satellite Image Matching},
author={Shi, Yujiao and Yu, Xin and Liu, Liu and Campbell, Dylan and Koniusz, Piotr and Li, Hongdong},
journal={IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)},
year={2022}
}

shi2022geometry.pdf

Yujiao Shi, Dylan Campbell, Xin Yu, and Hongdong Li

Geometry-guided street-view panorama synthesis from satellite imagery

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022

[Paper] [arXiv] [Code]

BibTeX

@article{shi2022geometry,
title={Geometry-guided street-view panorama synthesis from satellite imagery},
author={Shi, Yujiao and Campbell, Dylan and Yu, Xin and Li, Hongdong},
journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
year={2022},
publisher={IEEE}
}

patrick2021keeping.pdf

Mandela Patrick*, Dylan Campbell*, Yuki Asano*, Ishan Misra, Florian Metze, Christoph Feichtenhofer, Andrea Vedaldi, and João F. Henriques [*equal contribution]

Keeping your eye on the ball: Trajectory attention in video transformers

Advances in Neural Information Processing Systems (NeurIPS), virtual, 2021 [Oral – 0.6% acceptance rate]

[Paper] [Supplementary Material] [Code]

BibTeX

@inproceedings{patrick2021keeping,
author = {Patrick, Mandela and Campbell, Dylan and Asano, Yuki and Misra, Ishan and Metze, Florian and Feichtenhofer, Christoph and Vedaldi, Andrea and Henriques, Jo\~{a}o F.},
booktitle = {Advances in Neural Information Processing Systems},
editor = {M. Ranzato and A. Beygelzimer and Y. Dauphin and P.S. Liang and J. Wortman Vaughan},
pages = {12493--12506},
publisher = {Curran Associates, Inc.},
title = {Keeping Your Eye on the Ball: Trajectory Attention in Video Transformers},
url = {https://proceedings.neurips.cc/paper/2021/file/67f7fb873eaf29526a11a9b7ac33bfac-Paper.pdf},
volume = {34},
year = {2021}
}

gould2021ddn.pdf

Stephen Gould, Richard Hartley, and Dylan Campbell

Deep declarative networks

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2021

[Paper] [arXiv] [Code] [Tutorial] [Workshop] [Video]

BibTeX

@article{gould2021deep,
title={Deep declarative networks},
author={Gould, Stephen and Hartley, Richard and Campbell, Dylan},
journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
year={2021},
publisher={IEEE}
}

zhang2021spatially.pdf

Frederic Z. Zhang, Dylan Campbell, and Stephen Gould

Spatially conditioned graphs for detecting human-object interactions

The 18th International Conference on Computer Vision (ICCV), virtual, 2021

[Paper] [Supplementary Material] [Code] [Video]

BibTeX

@inproceedings{zhang2021scg,
author = {Frederic Z. Zhang, Dylan Campbell and Stephen Gould},
title = {Spatially Conditioned Graphs for Detecting Human–Object Interactions},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
month = {October},
year = {2021},
pages = {13319-13327}
}

jiang2021learning.pdf

Shihao Jiang, Dylan Campbell, Yao Lu, Hongdong Li, and Richard Hartley

Learning to estimate hidden motions with global motion aggregation

The 18th International Conference on Computer Vision (ICCV), virtual, 2021

[Paper] [Code]

BibTeX

@inproceedings{jiang2021learning,
title={Learning to estimate hidden motions with global motion aggregation},
author={Jiang, Shihao and Campbell, Dylan and Lu, Yao and Li, Hongdong and Hartley, Richard},
booktitle={Proceedings of the IEEE/CVF International Conference on Computer Vision},
pages={9772--9781},
year={2021}
}

shabat2021ikea.pdf

Yizhak Ben-Shabat, Xin Yu, Fatemeh Saleh, Dylan Campbell, Cristian Rodriguez-Opazo, Hongdong Li, and Stephen Gould

The IKEA ASM Dataset: Understanding people assembling furniture through actions, objects and pose

The IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, USA, 2021

[Website] [Paper] [Code] [Video]

BibTeX

@inproceedings{ben2021ikea,
  title={The {IKEA ASM} dataset: Understanding people assembling furniture through actions, objects and pose},
  author={Ben-Shabat, Yizhak and Yu, Xin and Saleh, Fatemeh and Campbell, Dylan and Rodriguez-Opazo, Cristian and Li, Hongdong and Gould, Stephen},
  booktitle={Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision},
  pages={847--859},
  year={2021}
}

jiang2020joint.pdf

Shihao Jiang, Dylan Campbell, Miaomiao Liu, Stephen Gould, and Richard Hartley

Joint unsupervised learning of optical flow and egomotion with bi-level optimization

The International Conference on 3D Vision (3DV), virtual, 2020

[Paper]

BibTeX

@inproceedings{jiang2020joint,
  title={Joint unsupervised learning of optical flow and egomotion with bi-level optimization},
  author={Jiang, Shihao and Campbell, Dylan and Liu, Miaomiao and Gould, Stephen and Hartley, Richard},
  booktitle={2020 International Conference on 3D Vision (3DV)},
  pages={682--691},
  year={2020},
  organization={IEEE}
}

campbell2020bpnpnet.pdf

Dylan Campbell, Liu Liu and Stephen Gould

Solving the Blind Perspective-n-Point Problem End-To-End With Robust Differentiable Geometric Optimization

The 16th European Conference on Computer Vision (ECCV), Glasgow, UK, 2020 [Oral – 2% acceptance rate]

[Abstract] [Paper] [Supplementary Material] [Code] [arXiv] [Video]

BibTeX

@inproceedings{campbell2020solving,
title={Solving the blind perspective-n-point problem end-to-end with robust differentiable geometric optimization},
author={Campbell, Dylan and Liu, Liu and Gould, Stephen},
booktitle={European Conference on Computer Vision},
pages={244--261},
year={2020},
organization={Springer}
}

song2020deep.pdf

Zhenbo Song, Wayne Chen, Dylan Campbell and Hongdong Li

Deep View Synthesis From Colored 3D Point Clouds

The 16th European Conference on Computer Vision (ECCV), Glasgow, UK, 2020

[Abstract] [Paper] [Code]

BibTeX

@inproceedings{song2020deep,
author="Song, Zhenbo and Chen, Wayne and Campbell, Dylan and Li, Hongdong",
editor="Vedaldi, Andrea and Bischof, Horst and Brox, Thomas and Frahm, Jan-Michael",
title={Deep Novel View Synthesis from Colored 3D Point Clouds},
booktitle={Computer Vision -- ECCV 2020},
year={2020},
publisher={Springer International Publishing},
address={Cham},
pages={1--17},
isbn={978-3-030-58586-0}

}

santacruz2020inferring.pdf

Rodrigo Santa Cruz, Anoop Cherian, Basura Fernando, Dylan Campbell and Stephen Gould

Inferring Temporal Compositions of Actions Using Probabilistic Automata

The 36th IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Seattle, USA, 2020

Workshop on Compositionality in Computer Vision (CICV2020)

[Abstract] [Paper]

BibTeX

@inproceedings{cruz2020inferring,
author = {Cruz, Rodrigo Santa and Cherian, Anoop and Fernando, Basura and Campbell, Dylan and Gould, Stephen},
title = {Inferring Temporal Compositions of Actions Using Probabilistic Automata},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
month = {June},
year = {2020}
} 

shi2020where.pdf

Yujiao Shi, Xin Yu, Dylan Campbell and Hongdong Li

Where Am I Looking At? Joint Location and Orientation Estimation by Cross-View Matching

The 36th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, USA, 2020

[Abstract] [Paper] [Supplementary Material] [Code]

BibTeX

@inproceedings{shi2020where,
author = {Shi, Yujiao and Yu, Xin and Campbell, Dylan and Li, Hongdong},
title = {Where Am I Looking At? Joint Location and Orientation Estimation by Cross-View Matching},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2020}
}

campbell2019alignment.pdf

Dylan Campbell, Lars Petersson, Laurent Kneip, Hongdong Li and Stephen Gould

The Alignment of the Spheres: Globally-Optimal Spherical Mixture Alignment for Camera Pose Estimation

The 35th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, USA, 2019

[Abstract] [BibTeX] [PDF] [Supplementary Material] [Code] [arXiv]

campbell2018globally.pdf

Dylan Campbell, Lars Petersson, Laurent Kneip and Hongdong Li

Globally-Optimal Inlier Set Maximisation for Camera Pose and Correspondence Estimation

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018

1st Prize IEEE Australia Council Postgraduate Student Paper Competition

[Abstract] [BibTeX] [PDF] [Supplementary Material] [Code] [Website]

campbell2017globally.pdf

Dylan Campbell, Lars Petersson, Laurent Kneip and Hongdong Li

Globally-Optimal Inlier Set Maximisation for Simultaneous Camera Pose and Feature Correspondence

The 16th International Conference on Computer Vision (ICCV), Venice, Italy, 2017 [Oral – 2% acceptance rate]

Marr Prize Honourable Mention

[Abstract] [BibTeX] [PDF] [Supplementary Material] [Original Code] [Code] [Website] [arXiv] [Slides]

campbell2016gogma.pdf

Dylan Campbell and Lars Petersson

GOGMA: Globally-Optimal Gaussian Mixture Alignment

The 32nd IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Las Vegas, USA, 2016 [Spotlight - 10% acceptance rate]

[Abstract] [BibTeX] [PDF] [Supplementary Material] [Code] [Website] [arXiv]

yang2016goicp.pdf

Jiaolong Yang, Hongdong Li, Dylan Campbell and Yunde Jia

Go-ICP: A Globally Optimal Solution to 3D ICP Point-Set Registration

IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016

[Abstract] [BibTeX] [PDF] [Supplementary Material] [Code] [arXiv]

campbell2015adaptive.pdf

Dylan Campbell and Lars Petersson

An Adaptive Data Representation for Robust Point-Set Registration and Merging

The 15th International Conference on Computer Vision (ICCV), Santiago, Chile, 2015

[Abstract] [BibTeX] [PDF] [Code] [Website] [arXiv]

campbell2015metric.pdf

Dylan Campbell and Mark Whitty

Metric-Based Detection of Robot Kidnapping with an SVM Classifier

Robotics and Autonomous Systems (RAS), 2015

[Abstract] [BibTeX] [PDF]

campbell2013metric.pdf

Dylan Campbell and Mark Whitty

Metric-Based Detection of Robot Kidnapping

The 6th European Conference on Mobile Robots (ECMR), Barcelona, Spain, 2013 [Oral Presentation]

[Abstract] [BibTeX] [PDF]

campbell2012mobile.pdf

Dylan Campbell, Mark Whitty and Samsung Lim

Mobile 3D Indoor Mapping Using the Continuous Normal Distributions Transform

The 3rd International Conference on Indoor Positioning and Indoor Navigation (IPIN), Sydney, Australia, 2012 [Oral]

[Abstract] [BibTeX] [PDF]