Publications

@inproceedings{bulat2022pre,
  title={Pre-training strategies and datasets for facial representation learning},
  author={Bulat, Adrian and Cheng, Shiyang and Yang, Jing and Garbett, Andrew and Sanchez, Enrique and Tzimiropoulos, Georgios},
  journal={ECCV},
  year={2022}
}

@inproceedings{pan2022edgevits,
  title={EdgeViTs: Competing Light-weight CNNs on Mobile Devices with Vision Transformers},
  author={Pan, Junting and Bulat, Adrian and Tan, Fuwen and Zhu, Xiatian and Dudziak, Lukasz and Li, Hongsheng and Tzimiropoulos, Georgios and Martinez, Brais},
 booktitle={arXiv preprint arXiv:2205.03436},
  year={2022}
}

@inproceedings{bulat2021space,
  title={Space-time Mixing Attention for Video Transformer},
  author={Bulat, Adrian and Perez-Rua, Juan-Manuel and Sudhakaran, Swathikiran and Martinez, Brais and Tzimiropoulos, Georgios},
  booktitle={International Conference on Learning Representations (ICLR)},
  year={2021}
}

@inproceedings{bulat2021bit,
  title={Bit-Mixer: Mixed-precision networks with runtime bit-width selection},
  author={Bulat, Adrian and Tzimiropoulos, Georgios},
  booktitle={International Conference on Computer Vision},
  year={2021}
}

@inproceedings{bulat2021high,
  title={High-Capacity Expert Binary Networks},
  author={Bulat, Adrian and Martinez, Brais and Tzimiropoulos, Georgios},
  booktitle={International Conference on Learning Representations (ICLR)},
  year={2021}
}

@inproceedings{bulat2021improving,
  title={Improving memory banks for unsupervised learning with large mini-batch,consistency and hard negative mining},
  author={Bulat, Adrian and Sanchez, Enrique and Tzimiropoulos, Georgios},
  booktitle={IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)},
  year={2021}
}

@inproceedings{yang2021knowledge,
  title={Knowledge distillation via softmax regression representation learning},
  author={Yang, J and Martinez, B and Bulat, A and Tzimiropoulos, G and others},
  year={2021},
  organization={International Conference on Learning Representations (ICLR)}
}

@inproceedings{bulat2021subpixel,
  title={Subpixel Heatmap Regression for Facial Landmark Localization},
  author={Bulat, Adrian and Sanchez, Enrique and Tzimiropoulos, Georgios},
  booktitle={Proceedings of the British Machine Vision Conference (BMVC)},
  year={2021}
}

@article{toisoul2021estimation,
  author  = {Antoine Toisoul and Jean Kossaifi and Adrian Bulat and Georgios Tzimiropoulos and Maja Pantic},
  title   = {Estimation of continuous valence and arousal levels from faces in naturalistic conditions},
  journal = {Nature Machine Intelligence},
  year    = {2021},
  url     = {https://www.nature.com/articles/s42256-020-00280-0}
}

@inproceedings{bulat2020bats,
  title={BATS: Binary ArchitecTure Search},
  author={Bulat, Adrian and Martinez, Brais and Tzimiropoulos, Georgios},
  booktitle={European Conference on Computer Vision (ECCV)},
  year={2020}
}

@incollection{martinez2020training,
  title={Training binary neural networks with real-to-binary convolutions},
  author={Martinez, Brais and Yang, Jing and Bulat, Adrian and Tzimiropoulos, Georgios},
  booktitle={ICLR},
  year={2020}
}

@inproceedings{bulat2020toward,
  title={Toward fast and accurate human pose estimation via soft-gated skip connections},
  author={Bulat, Adrian and Kossaifi, Jean and Tzimiropoulos, Georgios and Pantic, Maja},
  booktitle={2020 15th IEEE International Conference on Automatic Face \& Gesture Recognition},
  year={2020}
}

@inproceedings{sanchez2020semi,
  title={Semi-supervised AU Intensity Estimation with Contrastive Learning},
  author={Sanchez, Enrique and Bulat, Adrian and Zaganidis, Anestis and Tzimiropoulos, Georgios},
  booktitle={Proceedings of the Asian Conference on Computer Vision (ACCV)},
  year={2020}
}

@inprocessings{bulat2020incremental,
  title={Incremental multi-domain learning with network latent tensor factorization},
  author={Bulat, Adrian and Kossaifi, Jean and Tzimiropoulos, Georgios and Pantic, Maja},
  booktitle={AAAI Conference on Artificial Intelligence},
  year={2020}
}

@inprocessings{yang2020fan,
  title={FAN-Face: a Simple Orthogonal Improvement to Deep Face Recognition},
  author={Yang, Jing and Bulat, Adrian and Tzimiropoulos, Georgios},
  booktitle={AAAI Conference on Artificial Intelligence},
  year={2020}
}

@inproceedings{kossaifi2020factorized,
  title={Factorized Higher-Order CNNs with an Application to Spatio-Temporal Emotion Estimation},
  author={Kossaifi, Jean and Toisoul, Antoine and Bulat, Adrian and Panagakis, Yannis and Hospedales, Timothy M and Pantic, Maja},
  booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  pages={6060--6069},
  year={2020}
}

@inprocessings{bulat2019xnor-net-plus,
  title={XNOR-Net++: Improved binary neural networks},
    author={Bulat, Adrian and Tzimiropoulos, Georgios},
    booktitle={British Machine Vision Conference},
    year={2016}
}

@article{kossaifi2019t,
  title={T-Net: Parametrizing Fully Convolutional Nets with a Single High-Order Tensor},
  author={Kossaifi, Jean and Bulat, Adrian and Tzimiropoulos, Georgios and Pantic, Maja},
  journal={arXiv preprint arXiv:1904.02698},
  year={2019}
}

@article{bulatyang2018learn,
     title={To learn image super-resolution, use a GAN to learn how to do image degradation first},
     author={Bulat, Adrian and Yang, Jing and Tzimiropoulos, Georgios},
     journal={European Conference on Computer Vision},
     year={2018}
 }

@article{bulat2017super,
    title={Super-FAN: Integrated facial landmark localization and super-resolution of real-world low resolution faces in arbitrary poses with GANs},
    author={Bulat, Adrian and Tzimiropoulos, Georgios},
    journal={arXiv preprint arXiv:1712.02765},
    year={2017}
}

@article{bulat2018hierarchical,
     title={Hierarchical binary CNNs for landmark localization with limited resources},
     author={Bulat, Adrian and Tzimiropoulos, Georgios},
     journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
     year={2018}
 }

@inproceedings{jackson2017large,
    title={Large pose 3D face reconstruction from a single image via direct volumetric CNN regression},
    author={Jackson, Aaron S and Bulat, Adrian and Argyriou, Vasileios and Tzimiropoulos, Georgios},
    booktitle={Computer Vision (ICCV), 2017 IEEE International Conference on},
    pages={1031--1039},
    year={2017},
    organization={IEEE}
}

@inproceedings{bulat2017far,
    title={How far are we from solving the 2d \& 3d face alignment problem?(and a dataset of 230,000 3d facial landmarks)},
    author={Bulat, Adrian and Tzimiropoulos, Georgios},
    booktitle={International Conference on Computer Vision},
    volume={1},
    number={6},
    pages={8},
    year={2017}
}

@inproceedings{bulat2017binarized,
    title={Binarized convolutional landmark localizers for human pose estimation and face alignment with limited resources},
    author={Bulat, Adrian and Tzimiropoulos, Georgios},
    booktitle={The IEEE International Conference on Computer Vision (ICCV)},
    volume={1},
    number={2},
    pages={4},
    year={2017}
}

@inproceedings{bulat2016two,
    title={Two-stage convolutional part heatmap regression for the 1st 3d face alignment in the wild (3dfaw) challenge},
    author={Bulat, Adrian and Tzimiropoulos, Georgios},
    booktitle={European Conference on Computer Vision},
    pages={616--624},
    year={2016},
    organization={Springer}
}

@inproceedings{bulat2016human,
    title={Human pose estimation via convolutional part heatmap regression},
    author={Bulat, Adrian and Tzimiropoulos, Georgios},
    booktitle={European Conference on Computer Vision},
    pages={717--732},
    year={2016},
    organization={Springer}
}

@inproceedings{bulat2016convolutional,
    title={Convolutional aggregation of local evidence for large pose face alignment},
    author={Bulat, Adrian and Tzimiropoulos, Georgios},
    booktitle={British Machine Vision Conference},
    year={2016}
}