Aiwu Chen 2026. Research on Image Segmentation Algorithm Based on Sparse Representation and Multi-Task Learning. International Journal of Computer Information Systems and Industrial Management Applications. 18, (Jan. 2026), 14. DOI:https://doi.org/10.70917/ijcisim-2026-0014.