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SPECIAL: Single-Shot Projection Error Correction Integrated Adversarial Learning for Limited-Angle CT

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Limited-angle CT is an indispensable tool for some practical applications when the projection data can be only collected within a limited-angle range ......

Electromagnetic Inverse Scattering With Perceptual Generative Adversarial Networks

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

In this work, we introduce a learning-based method to achieve high-quality reconstructions for inverse scattering problems (ISPs). Particularly, the p......

Mosaic Convolution-Attention Network for Demosaicing Multispectral Filter Array Images

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

This paper presents a mosaic convolution-attention network (MCAN) for demosaicing spectral mosaic images captured using multispectral filter array (MS......

A Reliable Deep Learning Scheme for Nonlinear Reconstructions in Electrical Impedance Tomography

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Significant progress has recently been made in applying deep learning methods to Electrical Impedance Tomography (EIT), which is a promising technique......

Self-Supervised Learning of Monocular Depth Estimation Based on Progressive Strategy

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Monocular depth estimation has been carried outwith convolutional neural networks (CNNs). However, vast quantities of ground truth depth data are requ......

CD-Net: Comprehensive Domain Network With Spectral Complementary for DECT Sparse-View Reconstruction

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Dual-energy computed tomography (DECT) is of great clinical significance because of its material identification and quantification capacity. Although ......

CAS: Correlation Adaptive Sparse Modeling for Image Denoising

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Image restoration techniques generally use intrinsic correlations of image contents to reduce the uncertainty of the unknown signal and estimate the l......

Beyond Camera Motion Blur Removing: How to Handle Outliers in Deblurring

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Camera motion deblurring is an important low-level vision task for achieving better imaging quality. When a scene has outliers such as saturated pixel......

Classification Saliency-Based Rule for Visible and Infrared Image Fusion

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Existing image fusion methods always use hand-crafted fusion rules due to the uninterpretability of deep feature maps, which restrict the performance ......

AIFNet: All-in-Focus Image Restoration Network Using a Light Field-Based Dataset

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Defocus blur often degrades the performance of image understanding, such as object recognition and image segmentation. Restoring an all-in-focus image......

Through-the-Wall Radar Imaging Based on Bayesian Compressive Sensing Exploiting Multipath and Target Structure

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Compressive sensing (CS) applied to through-the-wall radar imaging (TWRI) exploits the group sparsity of a target scene in the presence of wall clutte......

Weighted Tensor Low-Rankness and Learnable Analysis Sparse Representation Model for Texture Preserving Low-Dose CT Reconstruction

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

In CT images, tissue structures and lesion changes illustrate evident non-local self-similarity and regionally constant properties. The low-rank model......

Accelerated Phase Shifting for Structured Illumination Microscopy Based on Deep Learning

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Structured illumination microscopy (SIM) enhances spatial resolution by projecting sinusoidal patterns with various orientations and lateral phase shi......

Snapshot Coherence Tomographic Imaging

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

We demonstrate a high-throughput computation-efficient snapshot coherence tomographic imaging method by combining interferometric coding and compressi......

Micro-Lens Image Stack Upsampling for Densely-Sampled Light Field Reconstruction

期刊: IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2021; 7 ()

Due to hardware restriction, it is costly to capture densely-sampled Light Fields (LFs) with high angular and spatial resolution, which becomes the ma......

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