Background estimation is an efficient infrared (IR) small target detection method. However, to deal with unknown targets, the window in existing algorithms should be adjusted perform multiscale and requires a lot of calculations. Besides, stages during after have received wide attention algorithms, but research on before insufficient. Moreover, typically regard maximum value different orientati...