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This Special Issue aims to cover the whole range of applications of artificial intelligence and machine learning technology in the field of forestry, including typical applications of forestry and forestry engineering. These applications include intelligent breeding, cultivation, monitoring, operation management, protection, etc., and help to realize three-dimensional perception, precise cultivation, real-time monitoring intelligent management, intelligent decision making, and other new models of forestry information development. The development of intelligent forestry needs to further promote the research, development, and application of intelligent algorithms such as multisource heterogeneous data fusion and machine vision, integrated data mining, model simulation, and intelligent analysis technology into forestry.