Reproducible Research in Computational Imaging
HDR/RGBD imaging
- HDR image rendering using a retinex-based adaptive filter
- Digital camera workflow for HDR images Using a model of retinal processing
- HDR image rendering by iCAM06 model
- Rafal Mantiuk's research on HDR imaging
- Binocular tone mapping
- High dynamic range imaging and tonemapping
- Indoor segmentation and support inference from RGB-D images
- Unsupervised feature learning for RGB-D based object recognition
- Image guided depth map upsampling
Biomedical Imaging
- SparseMRI Toolbox
- Image reconstruction toolbox
- Medical image registration
- Level set based medical image segmentation
- Gradient vector flow
- Compressed sensing image reconstruction via recursive spatially adaptive filtering
- Multiresolution celluar image classification
- Multirate fluorescence microscopy image acquisition
- Nonlocal MRI upsampling
- Joint image reconstruction and sensitivity estimation in SENSE SENSE Code
- Nonlinear GRAPPA: a kernel approach to parallel MRI reconstruction Nonlinear GRAPPA Code
- MR image reconstruction from highly undersampled k-space data by dictionary learning
- k-t FOCUSS
- k-t SLR: Accelerated dynamic MRI using low rank and sparse penalties
- Low-rank modeling of local k-space neighborhoods for constrained MRI
- k-t SPARSE SENSE
- ESPIRiT: Programming library and software toolbox for compressed sensing and parallel imaging
DTI and fiber tractography
Physics-based image processing
- Single image haze removal Haze Removal Code (third-party implementation)
- Efficient image dehazing with boundary constraint and contextual regularization Efficient image dehazing Code
- Single image dehazing (only toy example included)
- Single image visibility restoration comparison
- Automatic single-frame-based rain streak removal via image decomposition Rain Streak Removal Code
- Removing atmospheric turbulence via space-invariant deconvolution
- Automatic recovery of the atmospheric light in hazy mages
- Blind eparation of superimposed moving images using image statistics Separation Code
Hyperspectral/multispectral image processing
- Hyperspectral and multispectral image fusion based on a sparse representation SparseFusion code
- Bayesian fusion of multi-band images BayesianFusion code
- Hyperspectral pansharpening: A review Pansharpening code
- Minimum volume simplex analysis: A fast algorithm for linear hyperspectral unmixing MVSA code
- Multiple feature learning for hyperspectral image classification MFL-HIC code
- Generalized composite kernel framework for hyperspectral image classification GCK-HIC code
- Spectral-spatial classification of hyperspectral data using loopy belief propagation and active learning LBPAL code
- Spectral-spatial hyperspectral image segmentation using subspace multinomial logistic regression and Markov random fields SMLR-MRF code
- Hyperspectral image segmentation using a new Bayesian approach with active learning BALsegment code
- Semi-supervised hyperspectral image segmentation using multinomial logistic regression with active learning MLLAL code
- Hyperspectral image super-resolution via non-negative structured sparse representation