TDLMS filter can be used for small target detection. However, the limitation of the structure of the filter and algorithm has created some difficulties in the detection. This paper proposed a TDLMS filter based on neighborhood analysis which improves the structure of the input window and incorporates new data processing blocks, enabling more information around the target taken into consideration. Experimental results showed the effectiveness of the proposed algorithm in detecting targets.