Cross-Domain Dead Tree Detection via Knowledge Distillation in Aerial Imagery 事件

PRODUCT_LAUNCH2026-06-02影响: MEDIUM

Cross-Domain Dead Tree Detection via Knowledge Distillation in Aerial Imagery arXiv:2606.02303v1 Announce Type: new Abstract: Detecting dead trees in aerial imagery is vital for assessing forest health, especially as tree mortality increases globally due to climate change, but domain variability and scarce labeled data often limit model generalization. This study advances the TreeMort-1T-UNet (Tree Mortality 1-Task U-Net) model, initially trained on Finnish aerial imagery (source domain), by ap