Publications

@article{jain2024makes,
  title={What makes and breaks safety fine-tuning? a mechanistic study},
  author={Jain, Samyak and Lubana, Ekdeep Singh and Oksuz, Kemal and Joy, Tom and Torr, Philip HS and Sanyal, Amartya and Dokania, Puneet K},
  booktitle={NeurIPS},
  year={2024}
}

@article{oksuz2023mocae,
  title={MoCaE: Mixture of Calibrated Experts Significantly Improves Object Detection},
  author={Oksuz, Kemal and Kuzucu, Selim and Joy, Tom and Dokania, Puneet K},
  journal={arXiv preprint arXiv:2309.14976},
  year={2023}
}

@inproceedings{oksuz2023towards,
  title={Towards Building Self-Aware Object Detectors via Reliable Uncertainty Quantification and Calibration},
  author={Oksuz, Kemal and Joy, Tom and Dokania, Puneet K},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={9263--9274},
  year={2023}
}

@article{joy2023sample,
  title={Sample-dependent adaptive temperature scaling for improved calibration},
  author={Joy, Tom and Pinto, Francesco and Lim, Ser-Nam and Torr, Philip HS and Dokania, Puneet K},
  journal={AAAI},
  year={2023}
}

@article{joy2021learning,
  title={Learning Multimodal VAEs through Mutual Supervision},
  author={Joy, Tom and Shi, Yuge and Torr, Philip H.S. and Rainforth, Tom and Schmon, Sebastian M and Siddharth, N},
  journal={ICLR},
  year={2022}
}

@article{joy2020capturing,
  title={Capturing Label Characteristics in VAEs},
  author={Joy, Tom and Schmon, Sebastian and Torr, Philip H.S. and Siddharth, N and Rainforth, Tom},
  journal={International Conference on Learning Representations},
  year={2020}
}

@article{joy2019densecrf,
	author = {Joy, T and Desmaison, A and Ajanthan, T and Bunel, R and Salzmann, M and Kohli, P and Torr, P.H.S and Kumar, M},
	journal = {SIAM J. Imaging Sci.},
	number = {1},
	pages = {287--318},
	title = {Efficient Relaxations for Dense CRFs with Sparse Higher-Order Potentials},
	volume = {12},
	year = {2019}
}

@article{tonioni2019learning,
  title={Learning to Adapt for Stereo},
  author={Tonioni, A and Rahnama, O and Joy, T and
         Di Stefano, L and Ajanthan, T and
         Torr, P.H.S},
  year={2019},
  journal={CVPR},
}

@article{rahnama2019real,
  title={Real-Time Highly Accurate Dense Depth on a Power Budget using an FPGA-CPU Hybrid SoC},
  author={Rahnama, Oscar and Cavallari, Tommaso and Golodetz, Stuart and Tonioni, Alessio and Joy, Thomas and Di Stefano, Luigi and Walker, Simon and Torr, Philip HS},
  journal={IEEE Transactions on Circuits and Systems II: Express Briefs},
  year={2019},
  publisher={IEEE}
}

@article{GB2559978,
  title={Patent GB2559978 - Using Specular Reflections to Image and Model a Face Including Pysical Eyewear},
  author={Joy, T and Larkins, A},
  year={2018},
  journal={Intellectual Property Office},
}

@article{GB2559977,
  title={Patent GB2559977 - Apparatus and Methods for Obtaining Information about the Face and Eyes of a Subject},
  author={Joy, T and Larkins, A},
  year={2018},
  journal={Intellectual Property Office},
}