Image Reconstruction

MambaSCI: Efficient Mamba-UNet for Quad-Bayer Patterned Video Snapshot Compressive Imaging NeurIPS 2024 Multi-Scale Dual-Attention Unfolding Network for Compressed Sensing Image Reconstruction ACML 2024 Null Space Matters: Range-Null Decomposition for Consistent Multi-Contrast MRI Reconstruction AAAI 2024 Differentiable Gaussianization Layers for Inverse Problems Regularized by Deep Generative Models ICLR 2023 Frequency-dependent Image Reconstruction Error for Micro Defect Detection ACML 2023 How GAN Generators can Invert Networks in Real-Time ACML 2023 Robust Model-Based Face Reconstruction Through Weakly-Supervised Outlier Segmentation CVPR 2023 SART-Res-UNet: Fan Beam CT Image Reconstruction from Limited Projections using attention-enabled residual U-Net ACML 2023 Near-Exact Recovery for Tomographic Inverse Problems via Deep Learning ICML 2022 Position-dependent partial convolutions for supervised spatial interpolation ACML 2022 Spectral DefocusCam: Compressive Hyperspectral Imaging from Defocus Measurements AAAI 2022 Dual-Octave Convolution for Accelerated Parallel MR Image Reconstruction AAAI 2021 Joint Deep Model-Based MR Image and Coil Sensitivity Reconstruction Network (Joint-ICNet) for Fast MRI CVPR 2021 Towards Real-World Blind Face Restoration With Generative Facial Prior CVPR 2021 Random mesh projectors for inverse problems ICLR 2019 SEGAN: Structure-Enhanced Generative Adversarial Network for Compressed Sensing MRI Reconstruction AAAI 2019 SPoD-Net: Fast Recovery of Microscopic Images Using Learned ISTA ACML 2019 Statistical Tomography of Microscopic Life CVPR 2018 Snapshot Hyperspectral Light Field Imaging CVPR 2017 A Powerful Generative Model Using Random Weights for the Deep Image Representation NeurIPS 2016 Deep ADMM-Net for Compressive Sensing MRI NeurIPS 2016 Compressive Sensing of Signals from a GMM with Sparse Precision Matrices NeurIPS 2014 Shape and Illumination from Shading using the Generic Viewpoint Assumption NeurIPS 2014 Sparse Space-Time Deconvolution for Calcium Image Analysis NeurIPS 2014 A Denoising View of Matrix Completion NeurIPS 2011