The invention discloses an intra-
nasal disease real-time auxiliary diagnosis and 
treatment system based on Att-Res2-CE-Net, based on the Att-Res2-CE-Net; the Res2Net50 feature is used for extracting the 
backbone network, wherein a dense cavity 
convolution block DAC module and a residual multi-core 
pooling RMP module are embedded into an Attention U-Net network. The 
system comprises a video acquisition 
processing end, a cloud platform and a 
server end, wherein the video collecting and 
processing end comprises a plurality of 
nasal endoscope video collecting devices and is in 
wireless connection with the cloud platform, the cloud platform is in 
wireless connection with the 
server, the 
system is ingenious in design and reasonable in structure, the disadvantages and 
advantage analysis of all networks are integrated, wherein the advantages are enhanced and the disadvantages are avoided. Through combination of 
software and hardware, a target segmentation network and a target tracking network can be established on the 
server, and the real-time operation video provided by the video acquisition and 
processing end is used for accurately identifying and positioning nasal polyp, fungal 
sinusitis and 
nasal cavity tumor. The 
system is low in cost, flexible and convenient to use and capable of assisting doctors in diagnosis and improving diagnosis efficiency.