publications

2025

1. 

   From General to Specialized: The Need for Foundational Models in Agriculture

   Vishal Nedungadi, Xingguo Xiong, Aike Potze, Ron Van Bree, Tao Lin, Marc Rußwurm, and Ioannis N. Athanasiadis

   Accepted to the SEA Workshop at ICCV , 2025

   Bib HTML

   @misc{nedungadi2025generalspecializedneedfoundational,
     title = {From General to Specialized: The Need for Foundational Models in Agriculture},
     author = {Nedungadi, Vishal and Xiong, Xingguo and Potze, Aike and Bree, Ron Van and Lin, Tao and Rußwurm, Marc and Athanasiadis, Ioannis N.},
     year = {2025},
     eprint = {2507.05390},
     archiveprefix = {arXiv},
     primaryclass = {cs.CV},
     url = {https://arxiv.org/abs/2507.05390},
   }

2. 

   AirCast: Improving Air Pollution Forecasting Through Multi-Variable Data Alignment

   Vishal Nedungadi, Muhammad Akhtar Munir, Marc Rußwurm, Ron Sarafian, Ioannis N. Athanasiadis, Yinon Rudich, Fahad Shahbaz Khan, and Salman Khan

   Accepted to the TerraBytes Workshop at ICML , 2025

   Bib HTML

   @misc{nedungadi2025aircastimprovingairpollution,
     title = {AirCast: Improving Air Pollution Forecasting Through Multi-Variable Data Alignment},
     author = {Nedungadi, Vishal and Munir, Muhammad Akhtar and Rußwurm, Marc and Sarafian, Ron and Athanasiadis, Ioannis N. and Rudich, Yinon and Khan, Fahad Shahbaz and Khan, Salman},
     year = {2025},
     eprint = {2502.17919},
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
     url = {https://arxiv.org/abs/2502.17919},
   }

2024

1. 

   MMEarth: Exploring multi-modal pretext tasks for geospatial representation learning

   Vishal Nedungadi, Ankit Kariryaa, Stefan Oehmcke, Serge Belongie, Christian Igel, and Nico Lang

   In European Conference on Computer Vision, Accepted at ECCV , 2024

   Bib HTML

   @inproceedings{nedungadi2024mmearth,
     title = {MMEarth: Exploring multi-modal pretext tasks for geospatial representation learning},
     author = {Nedungadi, Vishal and Kariryaa, Ankit and Oehmcke, Stefan and Belongie, Serge and Igel, Christian and Lang, Nico},
     year = {2024},
     booktitle = {European Conference on Computer Vision},
     pages = {164--182},
     organization = {Springer}
   }