Revisiting Loss-Specific Training of Filter-Based MRFs for Image Restoration. - Yunjin Chen; Thomas Pock; René Ranftl; Horst Bischof (GCPR, 2013)

Higher-order MRFs based image super resolution: MMSE or MAP? - Yunjin Chen (CoRR, 2014)

Learning ℓ1-based analysis and synthesis sparsity priors using bi-level optimization. - Yunjin Chen; Thomas Pock; Horst Bischof (CoRR, 2014)

A bi-level view of inpainting - based image compression. - Yunjin Chen; René Ranftl; Thomas Pock (CoRR, 2014)

iPiano: Inertial Proximal Algorithm for Non-Convex Optimization. - Peter Ochs; Yunjin Chen; Thomas Brox; Thomas Pock (CoRR, 2014)

iPiano: Inertial Proximal Algorithm for Nonconvex Optimization. - Peter Ochs; Yunjin Chen; Thomas Brox; Thomas Pock (SIAM J. Imaging Sci., 2014)

A Higher-Order MRF Based Variational Model for Multiplicative Noise Reduction. - Yunjin Chen; WenSen Feng; René Ranftl; Hong Qiao; Thomas Pock (IEEE Signal Process. Lett., 2014)

Insights Into Analysis Operator Learning: From Patch-Based Sparse Models to Higher Order MRFs. - Yunjin Chen; René Ranftl; Thomas Pock (IEEE Trans. Image Process., 2014)

On learning optimized reaction diffusion processes for effective image restoration. - Yunjin Chen; Wei Yu 014; Thomas Pock (CVPR, 2015)

Fast and Accurate Poisson Denoising with Optimized Nonlinear Diffusion. - WenSen Feng; Yunjin Chen (CoRR, 2015)

Image Denoising via Multi-scale Nonlinear Diffusion Models. - WenSen Feng; Peng Qiao; Xuanyang Xi; Yunjin Chen (CoRR, 2016)

Higher-order MRFs based image super resolution: why not MAP? - Yunjin Chen (IET Image Process., 2016)

Poisson Noise Reduction with Higher-Order Natural Image Prior Model. - WenSen Feng; Hong Qiao; Yunjin Chen (SIAM J. Imaging Sci., 2016)

A New Algorithm for Optimizing TV-Based PolSAR Despeckling Model. - Xiangli Nie; Bo Zhang 006; Yunjin Chen; Hong Qiao (IEEE Signal Process. Lett., 2016)

Correlation Filter Tracking: Beyond an Open-loop System. - Qingyong Hu; Yulan Guo; Yunjin Chen; Jingjing Xiao; Wei An (BMVC, 2017)

Learning Dynamic Guidance for Depth Image Enhancement. - Shuhang Gu; Wangmeng Zuo; Shi Guo; Yunjin Chen; Chongyu Chen; Lei Zhang 038 (CVPR, 2017)

NTIRE 2017 Challenge on Single Image Super-Resolution: Methods and Results. - Radu Timofte; Eirikur Agustsson; Luc Van Gool; Ming-Hsuan Yang 001; Lei Zhang 006; Bee Lim; Sanghyun Son 002; Heewon Kim; Seungjun Nah; Kyoung Mu Lee; Xintao Wang 002; Yapeng Tian; et al. (CVPR Workshops, 2017)

Learning Non-local Image Diffusion for Image Denoising. - Peng Qiao; Yong Dou; WenSen Feng; Rongchun Li; Yunjin Chen (ACM Multimedia, 2017)

Learning Non-local Image Diffusion for Image Denoising. - Peng Qiao; Yong Dou; WenSen Feng; Yunjin Chen (CoRR, 2017)

Speckle Reduction with Trained Nonlinear Diffusion Filtering. - WenSen Feng; Yunjin Chen (J. Math. Imaging Vis., 2017)

Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration. - Yunjin Chen; Thomas Pock (IEEE Trans. Pattern Anal. Mach. Intell., 2017)

Image Denoising via Multiscale Nonlinear Diffusion Models. - WenSen Feng; Peng Qiao; Xuanyang Xi; Yunjin Chen (SIAM J. Imaging Sci., 2017)

Variational JPEG artifacts suppression based on high-order MRFs. - Yunjin Chen (Signal Process. Image Commun., 2017)

Variational single image interpolation with time-varying regularization. - Peng Qiao; Yunjin Chen; Yong Dou (Signal Process. Image Commun., 2017)

Hyperspectral Image Restoration Using Low-Rank Tensor Recovery. - Haiyan Fan; Yunjin Chen; Yulan Guo; Hongyan Zhang 001; Gangyao Kuang (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2017)

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising. - Kai Zhang 008; Wangmeng Zuo; Yunjin Chen; Deyu Meng; Lei Zhang 006 (IEEE Trans. Image Process., 2017)

Learning Generic Diffusion Processes for Image Restoration. - Peng Qiao; Yong Dou; Yunjin Chen; WenSen Feng (BMVC, 2018)

Non-stationary speckle reduction in high resolution SAR images. - Zhihuo Xu; Quan Shi; Yunjin Chen; WenSen Feng; Yeqin Shao; Ling Sun 009; Xinming Huang 001 (Digit. Signal Process., 2018)

Fast and Accurate Poisson Denoising With Trainable Nonlinear Diffusion. - WenSen Feng; Peng Qiao; Yunjin Chen (IEEE Trans. Cybern., 2018)

LEARN: Learned Experts' Assessment-Based Reconstruction Network for Sparse-Data CT. - Hu Chen 002; Yi Zhang 018; Yunjin Chen; Junfeng Zhang; Weihua Zhang; Huaiqiang Sun; Yang Lv 001; Peixi Liao; Jiliu Zhou; Ge Wang 001 (IEEE Trans. Medical Imaging, 2018)

Intelligent Caching Algorithms in Heterogeneous Wireless Networks with Uncertainty. - Bingshan Hu; Yunjin Chen; Zhiming Huang 002; Nishant A. Mehta; Jianping Pan 001 (ICDCS, 2019)

Learned Dynamic Guidance for Depth Image Reconstruction. - Shuhang Gu; Shi Guo; Wangmeng Zuo; Yunjin Chen; Radu Timofte; Luc Van Gool; Lei Zhang 006 (IEEE Trans. Pattern Anal. Mach. Intell., 2020)

NTIRE 2022 Challenge on Super-Resolution and Quality Enhancement of Compressed Video: Dataset, Methods and Results. - Ren Yang; Radu Timofte; Meisong Zheng; Qunliang Xing; Minglang Qiao; Mai Xu; Lai Jiang; Huaida Liu; Ying Chen 011; Youcheng Ben; Xiao Zhou; Chen Fu; et al. (CVPR Workshops, 2022)

Self-supervised Learning for Real-World Super-Resolution from Dual Zoomed Observations. - Zhilu Zhang 001; Ruohao Wang; Hongzhi Zhang; Yunjin Chen; Wangmeng Zuo (ECCV (18), 2022)

NTIRE 2022 Challenge on Super-Resolution and Quality Enhancement of Compressed Video: Dataset, Methods and Results. - Ren Yang; Radu Timofte; Meisong Zheng; Qunliang Xing; Minglang Qiao; Mai Xu; Lai Jiang; Huaida Liu; Ying Chen 011; Youcheng Ben; Xiao Zhou; Chen Fu; et al. (CoRR, 2022)

Semi-Supervised Image Deraining Using Knowledge Distillation. - Xin Cui; Cong Wang 018; Dongwei Ren; Yunjin Chen; Pengfei Zhu 001 (IEEE Trans. Circuits Syst. Video Technol., 2022)

NTIRE 2023 Challenge on 360° Omnidirectional Image and Video Super-Resolution: Datasets, Methods and Results. - Mingdeng Cao; Chong Mou; Fanghua Yu; Xintao Wang 002; Yinqiang Zheng; Jian Zhang 018; Chao Dong 005; Gen Li 011; Ying Shan; Radu Timofte; Xiaopeng Sun; Weiqi Li; et al. (CVPR Workshops, 2023)

DINN360: Deformable Invertible Neural Network for Latitude-aware 360° Image Rescaling. - Yichen Guo; Mai Xu; Lai Jiang; Leonid Sigal; Yunjin Chen (CVPR, 2023)

NTIRE 2023 Challenge on Image Denoising: Methods and Results. - Yawei Li 001; Yulun Zhang 001; Radu Timofte; Luc Van Gool; Zhijun Tu; Kunpeng Du; Hailing Wang; Hanting Chen; Wei Li 002; Xiaofei Wang; Jie Hu 021; Yunhe Wang 001; et al. (CVPR Workshops, 2023)

Optimizing DNN based quality assessment metric for image compression: A novel rate control method. - Qiuyue Fang; Tao Xu; Lai Jiang; Shengxi Li; Mai Xu; Yunjin Chen; Leonid Sigal (ICME, 2023)

Saliency Prediction of Sports Videos: A Large-Scale Database and a Self-Adaptive Approach. - Minglang Qiao; Mai Xu; Shijie Wen; Lai Jiang; Shengxi Li; Tao Xu; Yunjin Chen; Leonid Sigal (ICASSP, 2024)

HyperSOR: Context-Aware Graph Hypernetwork for Salient Object Ranking. - Minglang Qiao; Mai Xu; Lai Jiang; Peng Lei; Shijie Wen; Yunjin Chen; Leonid Sigal (IEEE Trans. Pattern Anal. Mach. Intell., 2024)