Abstract: This paper presents a texture-based method for detecting moving objects from a video sequence.Texture is represented by histogram of Local Binary Patterns（LBP） with uniform patterns.Because they are not affected by shadow，the texture between shadow region and corresponding region in the background is similar.Therefore the background modeling and moving objects detecting are not affected by shadow mostly.Such the approach can detect objects exactly when the shadow accompanies them.Experimental results validate the conclusion.