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Triple-level Model Inferred Collaborative Network Architecture for Video Deraining



Pan Mu , Zhu Liu , Yaohua Liu , Risheng Liu , Xin Fan

* Accepted at IEEE Transactions on Image Processing 

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A Generic Descent Aggregation Framework for Gradient-based Bi-level Optimization



Risheng Liu , Pan Mu , Xiaoming Yuan , Shangzhi Zeng , Jin Zhang

* 16 pages 

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Learning Optimization-inspired Image Propagation with Control Mechanisms and Architecture Augmentations for Low-level Vision



Risheng Liu , Zhu Liu , Pan Mu , Zhouchen Lin , Xin Fan , Zhongxuan Luo

* 15 pages 

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A Generic First-Order Algorithmic Framework for Bi-Level Programming Beyond Lower-Level Singleton



Risheng Liu , Pan Mu , Xiaoming Yuan , Shangzhi Zeng , Jin Zhang

* Accepted at ICML 2020 

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Investigating Task-driven Latent Feasibility for Nonconvex Image Modeling



Risheng Liu , Pan Mu , Jian Chen , Xin Fan , Zhongxuan Luo

* 11 pages 

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On the Convergence of ADMM with Task Adaption and Beyond



Risheng Liu , Pan Mu , Jin Zhang


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