@article{ciampi2026counting,
  title = {{A Survey on Class-Agnostic Counting: Advancements from Reference-Based to Open-World Text-Guided Approaches}},
  author = {Luca Ciampi and Ali Azmoudeh and Elif Ecem Akbaba and Erdi Sarıtaş and Ziya Ata Yazıcı and Hazım Kemal Ekenel and Giuseppe Amato and Fabrizio Falchi},
  year = {2026},
  journal = {Computer Vision and Image Understanding},
  doi = {10.1016/j.cviu.2026.104703},
  url = {https://arxiv.org/abs/2501.19184},
  pages = {104703},
  volume = {267},
  publisher = {Elsevier}
}