Enhanced DeepLabV3+ with OBIA and Lightweight Attention for Accurate and Efficient Tree Species Classification in UAV Images

Accurate tree species classification using high-resolution unmanned aerial vehicle (UAV) images is crucial for forest carbon cycle research, biodiversity conservation, and sustainable management. However, challenges persist due to high interspecies feature similarity, complex canopy boundaries, and...

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Hlavní autoři:	Xue Cheng, Jianjun Chen, Junji Li, Jiayuan Yin, Qingmin Cheng, Zizhen Chen, Xinhong Li, Haotian You, Xiaowen Han, Guoqing Zhou
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	MDPI AG 2025-12-01
Edice:	Sensors
Témata:	tree species classification UAV object-based image analysis lightweight attention mechanism DeepLabV3+
On-line přístup:	https://www.mdpi.com/1424-8220/25/24/7501
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