Enhancing Detection of Leishmania Spp. Amastigotes in Canine Lymph Node Smear Images: Evaluating the Effectiveness of Synthetic Data in Augmenting Existing Datasets

Dimitrios Tsikos, Irene Chatzipanagiotidou, Dimitris Dimitriadis, Constantina N. Tsokana, George Valiakos, Labrini V. Athanasiou, Grigorios Tsoumakas

ECML-PKDD 2025 pp. 443-458

doi:10.1007/978-3-032-06118-8_26 /ecmlpkdd/2025/tsikos2025ecmlpkdd-enhancing/

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Text

Tsikos et al. "Enhancing Detection of Leishmania Spp. Amastigotes in Canine Lymph Node Smear Images: Evaluating the Effectiveness of Synthetic Data in Augmenting Existing Datasets." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2025. doi:10.1007/978-3-032-06118-8_26

Markdown

[Tsikos et al. "Enhancing Detection of Leishmania Spp. Amastigotes in Canine Lymph Node Smear Images: Evaluating the Effectiveness of Synthetic Data in Augmenting Existing Datasets." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2025.](https://mlanthology.org/ecmlpkdd/2025/tsikos2025ecmlpkdd-enhancing/) doi:10.1007/978-3-032-06118-8_26

BibTeX

@inproceedings{tsikos2025ecmlpkdd-enhancing,
  title     = {{Enhancing Detection of Leishmania Spp. Amastigotes in Canine Lymph Node Smear Images: Evaluating the Effectiveness of Synthetic Data in Augmenting Existing Datasets}},
  author    = {Tsikos, Dimitrios and Chatzipanagiotidou, Irene and Dimitriadis, Dimitris and Tsokana, Constantina N. and Valiakos, George and Athanasiou, Labrini V. and Tsoumakas, Grigorios},
  booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
  year      = {2025},
  pages     = {443-458},
  doi       = {10.1007/978-3-032-06118-8_26},
  url       = {https://mlanthology.org/ecmlpkdd/2025/tsikos2025ecmlpkdd-enhancing/}
}