Publications

2025

1. 

   Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning

   Shashanka Venkataramanan, Valentinos Pariza, Mohammadreza Salehi, and 5 more authors

   2025

   Bib HTML

   @article{venkataramanan2025francanestedmatryoshkaclustering,
     title = {Franca: Nested Matryoshka Clustering for Scalable Visual Representation Learning},
     author = {Venkataramanan, Shashanka and Pariza, Valentinos and Salehi, Mohammadreza and Knobel, Lukas and Gidaris, Spyros and Ramzi, Elias and Bursuc, Andrei and Asano, Yuki M.},
     year = {2025},
     eprint = {2507.14137},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     url = {https://arxiv.org/abs/2507.14137},
   }

2024

1. 

   NeCo: Improving DINOv2’s spatial representations in 19 GPU hours with Patch Neighbor Consistency

   Valentinos Pariza, Mohammadreza Salehi, Gertjan Burghouts, and 2 more authors

   2024

   Bib HTML

   @article{pariza2024NeCo,
     title = {NeCo: Improving DINOv2's spatial representations in 19 GPU hours with Patch Neighbor Consistency},
     author = {Pariza, Valentinos and Salehi, Mohammadreza and Burghouts, Gertjan and Locatello, Francesco and Asano, Yuki M.},
     year = {2024},
     eprint = {2408.11054},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     url = {https://arxiv.org/abs/2408.11054},
   }

2023

1. 

   Reproducibility Study of ”Label-Free Explainability for Unsupervised Models”

   V. Pariza, Avik Pal, Madhura Pawar, and 1 more author

   2023

   Bib HTML

   @article{pariza2023reproducibility,
     title = {Reproducibility Study of ''Label-Free Explainability for Unsupervised Models''},
     author = {Pariza, V. and Pal, Avik and Pawar, Madhura and Faber, Quim Serra},
     booktitle = {ReScience Volume 9 Issue 2 Article 11},
     year = {2023},
     url = {https://openreview.net/forum?id=qP34dvJpHd},
   }