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A Robust and Low Complexity Deep Learning Model for Remote Sensing Image Classification. (arXiv:2211.02820v1 [cs.CV])
cs.CV updates on arXiv.org arxiv.org
In this paper, we present a robust and low complexity deep learning model for
Remote Sensing Image Classification (RSIC), the task of identifying the scene
of a remote sensing image. In particular, we firstly evaluate different low
complexity and benchmark deep neural networks: MobileNetV1, MobileNetV2,
NASNetMobile, and EfficientNetB0, which present the number of trainable
parameters lower than 5 Million (M). After indicating best network
architecture, we further improve the network performance by applying attention
schemes to multiple feature maps extracted …
arxiv classification complexity deep learning image low remote sensing