deadtrees.earth-aerial: A Multi-Resolution Aerial Image Dataset for Tree Cover and Mortality Detection

arXiv:2605.19605 · cs.CV · Submitted 2026-05-19 · Read on arXiv

cs.CV

Submitted: 2026-05-19

Updated: 2026-10-12

Terminology

• Benchmark — 4× in this paper · explained in 2 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Pseudo-labels — 1× in this paper · explained in 2 episodes

Sources

• Manual Labelling Artificially Inflates Deep Learning-Based Segmentation Performance on RGB Images of Closed Canopy: Validation Using TLS
• SelvaMask: Segmenting Trees in Tropical Forests and Beyond
• Quantifying the Carbon Emissions of Machine Learning
• DINOv2: Learning Robust Visual Features without Supervision

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