publications

2025

1. 

   HD-EPIC: A Highly-Detailed Egocentric Video Dataset

   Toby Perrett, Ahmad Darkhalil, Saptarshi Sinha, Omar Emara, Sam Pollard, Kranti Parida, Kaiting Liu, Prajwal Gatti, Siddhant Bansal, Kevin Flanagan, Jacob Chalk, Zhifan Zhu, Rhodri Guerrier, Fahd Abdelazim, Bin Zhu, Davide Moltisanti, Michael Wray, Hazel Doughty, and Dima Damen

   arXiv preprint, Feb 2025

   Bib HTML

   @article{perrett2025hdepic,
     author = {Perrett, Toby and Darkhalil, Ahmad and Sinha, Saptarshi and Emara, Omar and Pollard, Sam and Parida, Kranti and Liu, Kaiting and Gatti, Prajwal and Bansal, Siddhant and Flanagan, Kevin and Chalk, Jacob and Zhu, Zhifan and Guerrier, Rhodri and Abdelazim, Fahd and Zhu, Bin and Moltisanti, Davide and Wray, Michael and Doughty, Hazel and Damen, Dima},
     title = {HD-EPIC: A Highly-Detailed Egocentric Video Dataset},
     journal = {arXiv preprint},
     volume = {arXiv:2502.XXXXX},
     year = {2025},
     month = feb,
   }

2. 

   Spatial Cognition from Egocentric Video: Out of Sight, Not Out of Mind

   Chiara Plizzari, Shubham Goel, Toby Perrett, Jacob Chalk, Angjoo Kanazawa, and Dima Damen

   In 3DV, Feb 2025

   Bib HTML

   @inproceedings{Plizzari2023osnom,
     title = {Spatial Cognition from Egocentric Video: Out of Sight, Not Out of Mind},
     author = {Plizzari, Chiara and Goel, Shubham and Perrett, Toby and Chalk, Jacob and Kanazawa, Angjoo and Damen, Dima},
     booktitle = {3DV},
     year = {2025},
   }

2024

1. 

   It’s Just Another Day: Unique Captioning by Discriminative Prompting

   Toby Perrett, Tengda Han, Dima Damen, and Andrew Zisserman

   In ACCV (Best Paper Award), Feb 2024

   Bib HTML

   @inproceedings{Perrett2024unique,
     title = {It's Just Another Day: Unique Captioning by Discriminative Prompting},
     author = {Perrett, Toby and Han, Tengda and Damen, Dima and Zisserman, Andrew},
     booktitle = {ACCV (Best Paper Award)},
     year = {2024},
   }

2023

1. 

   What can a cook in Italy teach a mechanic in India? Action Recognition Generalisation Over Scenarios and Locations

   Chiara Plizzari, Toby Perrett, Barbara Caputo, and Dima Damen

   In ICCV, Feb 2023

   Bib HTML

   @inproceedings{Plizzari2023,
     title = {What can a cook in Italy teach a mechanic in India? Action Recognition Generalisation Over Scenarios and Locations},
     author = {Plizzari, Chiara and Perrett, Toby and Caputo, Barbara and Damen, Dima},
     booktitle = {ICCV},
     year = {2023},
   }

2. 

   Centre Stage: Centricity-based Audio-Visual Temporal Action Detection

   Hanyuan Wang, Majid Mirmehdi, Dima Damen, and Toby Perrett

   arXiv preprint 2311.16446, Feb 2023

   Bib HTML

   @article{wang2023centre,
     title = {Centre Stage: Centricity-based Audio-Visual Temporal Action Detection},
     author = {Wang, Hanyuan and Mirmehdi, Majid and Damen, Dima and Perrett, Toby},
     journal = {arXiv preprint 2311.16446},
     year = {2023},
   }

3. 

   Use Your Head: Improving Long-Tail Video Recognition

   Toby Perrett, Saptarshi Sinha, Tilo Burghardt, Majid Mirmehdi, and Dima Damen

   In CVPR, Feb 2023

   Bib HTML

   @inproceedings{Perrett2023,
     title = {Use Your Head: Improving Long-Tail Video Recognition},
     author = {Perrett, Toby and Sinha, Saptarshi and Burghardt, Tilo and Mirmehdi, Majid and Damen, Dima},
     booktitle = {CVPR},
     year = {2023},
   }

2022

1. 

   Rescaling Egocentric Vision: Collection, Pipeline and Challenges for EPIC-KITCHENS-100

   Dima Damen, Hazel Doughty, Giovanni Maria Farinella, Antonino Furnari, Evangelos Kazakos, Jian Ma, Davide Moltisanti, Jonathan Munro, Toby Perrett, Will Price, and Michael Wray

   IJCV, Feb 2022

   Bib HTML

   @article{Damen2022,
     author = {Damen, Dima and Doughty, Hazel and Farinella, Giovanni Maria and Furnari, Antonino and Kazakos, Evangelos and Ma, Jian and Moltisanti, Davide and Munro, Jonathan and Perrett, Toby and Price, Will and Wray, Michael},
     journal = {IJCV},
     title = {{Rescaling Egocentric Vision: Collection, Pipeline and Challenges for EPIC-KITCHENS-100}},
     year = {2022},
   }

2. 

   Personalized Energy Expenditure Estimation: Visual Sensing Approach With Deep Learning

   Toby Perrett, Alessandro Masullo, Tilo Burghardt, Dima Damen, Ian Craddock, and Majid Mirmehdi

   JMIR Formative Research, Feb 2022

   Bib HTML

   @article{Perrett2022,
     author = {Perrett, Toby and Masullo, Alessandro and Burghardt, Tilo and Damen, Dima and Craddock, Ian and Mirmehdi, Majid},
     journal = {JMIR Formative Research},
     title = {Personalized Energy Expenditure Estimation: Visual Sensing Approach With Deep Learning},
     year = {2022},
   }

3. 

   An Evaluation of OCR on Egocentric Data

   Valentin Popescu, Dima Damen, and Toby Perrett

   EPIC Workshop at CVPR, Feb 2022

   Bib HTML

   @article{popescu2022evaluation,
     title = {An Evaluation of OCR on Egocentric Data},
     author = {Popescu, Valentin and Damen, Dima and Perrett, Toby},
     journal = {EPIC Workshop at CVPR},
     year = {2022},
   }

4. 

   Refining Action Boundaries for One-Stage Detection

   Hanyuan Wang, Majid Mirmehdi, Dima Damen, and Toby Perrett

   In AVSS, Feb 2022

   Bib HTML

   @inproceedings{Wang2022boundaries,
     title = {Refining Action Boundaries for One-Stage Detection},
     author = {Wang, Hanyuan and Mirmehdi, Majid and Damen, Dima and Perrett, Toby},
     booktitle = {AVSS},
     year = {2022},
   }

2021

1. 

   Temporal-Relational CrossTransformers for Few-Shot Action Recognition

   Toby Perrett, Alessandro Masullo, Tilo Burghardt, Majid Mirmehdi, and Dima Damen

   In CVPR, Feb 2021

   Bib HTML

   @inproceedings{Perrett2021,
     title = {Temporal-Relational CrossTransformers for Few-Shot Action Recognition},
     author = {Perrett, Toby and Masullo, Alessandro and Burghardt, Tilo and Mirmehdi, Majid and Damen, Dima},
     booktitle = {CVPR},
     year = {2021},
   }

2. 

   The EPIC-KITCHENS Dataset: Collection, Challenges and Baselines

   Dima Damen, Hazel Doughty, Giovanni Maria Farinella, Sanja Fidler, Antonino Furnari, Evangelos Kazakos, Davide Moltisanti, Jonathan Munro, Toby Perrett, Will Price, and Michael Wray

   IEEE TPAMI, Feb 2021

   Bib HTML

   @article{Damen2021PAMI,
     title = {The EPIC-KITCHENS Dataset: Collection, Challenges and Baselines},
     author = {Damen, Dima and Doughty, Hazel and Farinella, Giovanni Maria and Fidler, Sanja and Furnari, Antonino and Kazakos, Evangelos and Moltisanti, Davide and Munro, Jonathan and Perrett, Toby and Price, Will and Wray, Michael},
     journal = {IEEE TPAMI},
     year = {2021},
   }

2020

1. 

   Meta-Learning with Context-Agnostic Initialisations

   Toby Perrett, Alessandro Masullo, Tilo Burghardt, Majid Mirmehdi, and Dima Damen

   In ACCV, Feb 2020

   Bib HTML

   @inproceedings{Perrett2020,
     author = {Perrett, Toby and Masullo, Alessandro and Burghardt, Tilo and Mirmehdi, Majid and Damen, Dima},
     title = {Meta-Learning with Context-Agnostic Initialisations},
     booktitle = {ACCV},
     year = {2020},
   }

2019

1. 

   DDLSTM: Dual-Domain LSTM for Cross-Domain Action Recognition

   Toby Perrett, and Dima Damen

   In CVPR, Feb 2019

   Bib HTML

   @inproceedings{Perrett2019,
     title = {DDLSTM: Dual-Domain LSTM for Cross-Domain Action Recognition},
     author = {Perrett, Toby and Damen, Dima},
     booktitle = {CVPR},
     year = {2019},
   }

2018

1. 

   Scaling Egocentric Vision: The EPIC-KITCHENS Dataset

   Dima Damen, Hazel Doughty, Giovanni Maria Farinella, Sanja Fidler, Antonino Furnari, Evangelos Kazakos, Davide Moltisanti, Jonathan Munro, Toby Perrett, Will Price, and Michael Wray

   In ECCV, Feb 2018

   Bib HTML

   @inproceedings{Damen2018EPICKITCHENS,
     author = {Damen, Dima and Doughty, Hazel and Farinella, Giovanni Maria and Fidler, Sanja and Furnari, Antonino and Kazakos, Evangelos and Moltisanti, Davide and Munro, Jonathan and Perrett, Toby and Price, Will and Wray, Michael},
     booktitle = {ECCV},
     title = {{Scaling Egocentric Vision: The EPIC-KITCHENS Dataset}},
     year = {2018},
   }

2017

1. 

   Detection of Valuable Left-Behind Items in Vehicle Cabins

   Toby Perrett, Majid Mirmehdi, and Eduardo Dias

   In IEEE Intelligent Vehicles Symposium, Feb 2017

   Bib HTML

   @inproceedings{Perrett2017,
     author = {Perrett, Toby and Mirmehdi, Majid and Dias, Eduardo},
     booktitle = {IEEE Intelligent Vehicles Symposium},
     title = {Detection of Valuable Left-Behind Items in Vehicle Cabins},
     year = {2017},
   }