S2BMS - Sentinel-2 UK Butterfly Monitoring Scheme data set (Van der Plas et al., 2025, CVPR FGVC)

S2BMS (Sentinel-2 UK Butterfly Monitoring Scheme) data set This data set consists of cloud-free Sentinel-2 (RGB+NIR, 10 m resolution) satellite images and aggregated measurements of butterfly occurrence for 1,329 locations in the UK. The code (to load the data) is available at https://github.com/vdplasthijs/PECL/, and in particular please see the DataSetImagePresence data loader class. The data is formatted as 1 satellite image tif file per location and 1 (geo-referenced) csv file with the species presence data for all locations. The Sentinel-2 data was acquired from Google Earth Engine. The UKBMS data was acquired from GBIF: https://doi.org/10.15468/dl.u4rzfc For more information, please see our upcoming paper at the 2025 CVPR FGVC12 workshop, titled: Van der Plas, Law, Pocock, Predicting butterfly species presence from satellite imagery using soft contrastive regularisation, CVPRW proceedings (2025). This data is provided under a CC-BY-NC 4.0 license; please cite the above publication when using the data in publications. Thank you!S2BMS（Sentinel-2英国蝴蝶监测计划，Sentinel-2 UK Butterfly Monitoring Scheme）数据集。 本数据集包含无云Sentinel-2卫星影像（RGB+近红外波段，10米分辨率），以及英国1329个监测点位的蝴蝶物种出现情况汇总观测数据。 数据加载代码可于https://github.com/vdplasthijs/PECL/ 获取，尤其请参阅其中的DataSetImagePresence数据加载器类。本数据集按点位存储格式组织：每个点位对应一张卫星影像TIFF文件，同时附带一份包含所有点位物种出现数据的（地理参考）CSV文件。 Sentinel-2影像数据源自谷歌地球引擎（Google Earth Engine）。UKBMS数据源自GBIF（全球生物多样性信息设施，Global Biodiversity Information Facility）：https://doi.org/10.15468/dl.u4rzfc 更多详细信息可参阅我们2025年CVPR FGVC12研讨会的待发表论文，题为： Van der Plas、Law、Pocock：《基于软对比正则化的卫星影像蝴蝶物种出现预测》，CVPRW论文集（2025）。 本数据集采用CC-BY-NC 4.0协议发布；若在学术出版物中使用本数据集，请引用上述发表文献。感谢使用！