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English Information

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Authors
# Name
1 Ana Ferreira Nunes(ana.nunes5@estudante.ufla.br)
2 Sincler Peixoto de Meireles(sincler@usp.br)
3 Samira Santos da Silva(samirapgti@gmail.com)

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Reference
# Reference
1 Barkmann, F., Lindner, A., Würflinger, R., Höttinger, H., and Rüdisser, J. (2025). Machine learning training data: over 500,000 images of butterflies and moths (Lepidoptera) with species labels. Scientific Data, 12:1369.
2 EMBRAPA (2019). Borboletas e mariposas – Agência de Informação Embrapa. http://www.agencia.cnptia.embrapa.br/Agencia16/AG01/arvore/AG01_81_911200585235.html. Accessed: 2019-03-13.
3 EMBRAPA (2021). Borboletas e mariposas. Accessed: 2026-03-25.
4 He, W., Han, K., Nie, Y., Wang, C., and Wang, Y. (2023). Species196: A one-million semi-supervised dataset for fine-grained species recognition. arXiv preprint arXiv:2309.14183.
5 Io, C. (1994). Monographia Rhopalocerorum Sinensium. Henan Scientific and Technological Publishing House.
6 Kirillov, A., Mintun, E., Ravi, N., et al. (2023). Segment Anything. Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV).
7 Klink, C. A., and Machado, R. B. (2005). Conservation of the Brazilian Cerrado. Conservation Biology, 19(3):707–713.
8 Liu, S., Zeng, Z., Ren, T., et al. (2024). Grounding DINO: Marrying DINO with Grounded Pre-training for Open-set Object Detection. Proceedings of the European Conference on Computer Vision (ECCV).
9 Myers, N., Mittermeier, R. A., Mittermeier, C. G., Fonseca, G. A. B., and Kent, J. (2000). Biodiversity hotspots for conservation priorities. Nature, 403(6772):853–858.
10 Python Pillow Contributors (2025). Pillow: The Friendly PIL Fork. https://github.com/python-pillow/Pillow. Accessed: 2026-07-03.
11 Ribeiro, J. F., and Walter, B. M. T. (2008). As principais fitofisionomias do bioma Cerrado. In Sano, S. M., Almeida, S. P., and Ribeiro, J. F. (Eds.), Cerrado: Ecologia e Flora, Vol. 2, pp. 151–212. EMBRAPA Cerrados, Brasília.
12 van Swaay, C., and Warren, M. (2008). The European Butterfly Indicator for Grassland Species 1990–2007. Report VS2008.010, De Vlinderstichting/Dutch Butterfly Conservation.
13 Wang, J., Markert, K., and Everingham, M. (2009a). The Automatic Identification of Butterfly Species. In Proceedings of the Fourth Indian Conference on Computer Vision, Graphics and Image Processing.
14 Wang, J., Markert, K., and Everingham, M. (2009b). Learning Models for Object Recognition from Natural Language Descriptions. In British Machine Vision Conference (BMVC), Vol. 1, p. 2.
15 Xie, J., Cao, J., Ma, L., Zhen, W., Chen, Z., Li, X., Li, H., and Xu, S. (2019). A Dataset of Butterfly Ecological Images for Automatic Species Identification. China Scientific Data, 4(3):21–86101.
16 Xie, N., Wang, H., et al. (2018). Butterfly Species Identification Using Deep Learning and Knowledge Graph. arXiv preprint arXiv:1803.06626.