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Airplane Detection in Remote Sensing Image Based on Convolutional Neural Network
Author(s): 
Pages: 66-71
Year: Issue:  1
Journal: Optoelectronic Technology

Keyword:  remote sensing imageconvolutional neural networktransfer learningfinetuneairplane detection;
Abstract: A new algorithm for airplane detection in remote sensing image was proposed based on convolutional neural network.Firstly the pre-trained CNN was prepared.Then model parameters of the first five layers of the model were obtained by transfer learning.In the end,the fifth layer was finetuned by remote sensing image and a model of feature extraction was obtained.The obtained model was used to extract deep feature of train image set of remote sensing image for training deformable part model.Experiment shows that by this algorithm,the accurate rate of localization could reach 96%.
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