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 ......
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......
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......
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......
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......
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 ......
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......
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......
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 ......
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......
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......
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......
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......
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......
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......