The detection and motion estimation problem for a maneuvering target with arbitrary parameterized motion is addressed. A method based on TRT-SGRFT is proposed to achieve the maneuvering target detection and motion parameters estimation. The TRT-SGRFT algorithm can avoid the BSSL and obtain a good tradeoff among computational cost, detection ability and parameter estimation performance.