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A Unified Framework for Solving a General Class of Nonconvexly Regularized Convex Models
Recently, several nonconvex sparse regularizers which can preserve the convexity of the cost function have received increasing attention.
Linearly-involved Moreau-Enhanced-over-Subspace Model: Debiased Sparse Modeling and Stable Outlier-Robust Regression
We present an efficient mathematical framework based on the linearly-involved Moreau-enhanced-over-subspace (LiMES) model.
Decorrelated Vectorial Total Variation
This paper proposes a new vectorial total variation prior (VTV) for color images.
A Convex Regularizer for Reducing Color Artifact in Color Image Recovery
We propose a new convex regularizer, named the local color nuclear norm (LCNN), for color image recovery.
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