DFFIR-net: Infrared Dim Small Object Detection Network Constrained by Gray-level Distribution Model

A new deep learning method based on the target gray-level distribution constraint mechanism model is proposed to solve the infrared dim small target detection problem in the complex environment. First, to solve the uneven distribution of positive and negative samples, the designed smoothness operato...

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Veröffentlicht in:	IEEE transactions on instrumentation and measurement 2022, Vol.71, p.1-15
Hauptverfasser:	Yang, Zhen, Ma, Tianlei, Ku, Yanan, Ma, Qi, Fu, Jun
Format:	Artikel
Sprache:	eng
Schlagworte:	Clutter Constraint modelling Deep learning dense depth feature fusion infrared network (DFFIR-net) False alarms Feature extraction infrared dim small target Machine learning mechanism model multiscale 2-D Gaussian label generation strategy Object detection Object recognition Shape Smoothness Target detection Terminology Training
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