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English(EN) DailyWildfireCAN: A Dataset and Benchmark for Next-Day Wildfire Spread Prediction in Canada

新的数据集DailyWildfireCAN旨在改善加拿大野火蔓延预测

研究人员推出了DailyWildfireCAN,这是一个新的数据集和基准,旨在专门改善加拿大环境下的次日野火蔓延预测。该数据集弥补了一个空白,因为现有的深度学习研究主要使用以美国为中心的数据,未能捕捉到加拿大北方森林和气候条件的独特特征。DailyWildfireCAN包含跨越不同模态的33个特征,如地形、气象和卫星图像,涵盖了八个火灾季的2,440起野火事件。配套的基准评估了不同的预测模型,并为评估它们在不同条件下的性能提供了一个框架。 AI

影响 该数据集可能带来更准确的野火蔓延预测,有助于火灾季节的资源分配和公众安全。

排序理由 该条目描述了一个针对特定研究问题(野火预测)的新数据集和基准,发布在arXiv上。[lever_c_demoted from research: ic=1 ai=0.7]

在 arXiv cs.CV 阅读 →

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新的数据集DailyWildfireCAN旨在改善加拿大野火蔓延预测

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该条目描述了一个针对特定研究问题(野火预测)的新数据集和基准,发布在arXiv上。[lever_c_demoted from research: ic=1 ai=0.7]
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报道来源 [1]

  1. arXiv cs.CV TIER_1 English(EN) · Mahacine Ettahri, Hager Radi Abdelwahed, Toluwaleke Olutayo, Daniel Aloise, Ga\'etan Marceau Caron ·

    DailyWildfireCAN:加拿大次日野火蔓延预测数据集与基准

    arXiv:2611.14207v1 Announce Type: new Abstract: Wildfires represent a critical ecological and socio-economic challenge in Canada, where vast boreal forests and a warming climate have amplified the frequency and severity of extreme fire seasons. Predicting next-day wildfire spread…