Image Regularizations Based on the Sparsity of Corner Points. - Haosen Liu 001; Shan Tan (IEEE Trans. Image Process., 2019)

Self-Supervised Image Prior Learning with GMM from a Single Noisy Image. - Haosen Liu 001; Xuan Liu; Jiangbo Lu; Shan Tan (ICCV, 2021)

FINO: Flow-based Joint Image and Noise Model. - Lanqing Guo; Siyu Huang; Haosen Liu 001; Bihan Wen (CoRR, 2021)

Group Sparsity Mixture Model and Its Application on Image Denoising. - Haosen Liu 001; Laquan Li; Jiangbo Lu; Shan Tan (IEEE Trans. Image Process., 2022)

Photon-Limited Imaging with Quanta Image Sensors Via an Unsupervised Learning Framework. - Haosen Liu 001; Yunping Zhang; Edmund Y. Lam (MLSP, 2024)

Toward Robust Image Denoising via Flow-Based Joint Image and Noise Model. - Lanqing Guo; Siyu Huang; Haosen Liu 001; Bihan Wen (IEEE Trans. Circuits Syst. Video Technol., 2024)

Neuromorphic Imaging With Joint Image Deblurring and Event Denoising. - Pei Zhang; Haosen Liu 001; Zhou Ge; Chutian Wang; Edmund Y. Lam (IEEE Trans. Image Process., 2024)

Image Restoration Learning via Noisy Supervision in the Fourier Domain. - Haosen Liu 001; Jiahao Liu; Shan Tan; Edmund Y. Lam (CoRR, 2025)