Yifei Lou works on optimization‑driven learning for high‑dimensional signals and images—inverse problems, group sparsity, and low‑rank/tensor modeling—for reconstruction, unmixing, segmentation, and spatiotemporal analysis in computational microscopy and hyperspectral sensing.