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The difficulties of clinical diagnosis and treatment in neurosurgery were introduced in brief. The application and important meaning of the deep learning technology, multimodal fusion technology and image guidance techniques in the diagnosis and treatment of neurosurgery were elaborated. In addition, the development and challenges of precise diagnosis and treatment in neurosurgery were discussed. It's pointed out continuous progress of intelligent analysis of medical images would help achieve accurate diagnosis and treatment for neurosurgery, thus reduce the occurrence of misdiagnosis and improve the success rate of operation. Furthermore, it would promote the intelligent development of clinical diagnosis and treatment in neurosurgery. [ABSTRACT FROM AUTHOR]