Exploit 2D sparsity of the target scene, sparse matrix recovery method can be used. We use the SOONE function to measure the sparsity of a 2D signal. A novel 2D-GP-SOONE algorithm is proposed to achieve the sparse matrix recovery. Use the 2D-GP-SOONE algorithm to achieve the ISAR imaging of maneuvering targets.