Numerical recipes in C (2nd ed.): the art of scientific computing
Numerical recipes in C (2nd ed.): the art of scientific computing
Transferring color to greyscale images
Proceedings of the 29th annual conference on Computer graphics and interactive techniques
Normalized Cuts and Image Segmentation
CVPR '97 Proceedings of the 1997 Conference on Computer Vision and Pattern Recognition (CVPR '97)
WACV '02 Proceedings of the Sixth IEEE Workshop on Applications of Computer Vision
Segmentation Using Eigenvectors: A Unifying View
ICCV '99 Proceedings of the International Conference on Computer Vision-Volume 2 - Volume 2
Color image enhancement via chromaticity diffusion
IEEE Transactions on Image Processing
Color2Gray: salience-preserving color removal
ACM SIGGRAPH 2005 Papers
An adaptive edge detection based colorization algorithm and its applications
Proceedings of the 13th annual ACM international conference on Multimedia
Proceedings of the 4th international symposium on Non-photorealistic animation and rendering
Color transfer in correlated color space
Proceedings of the 2006 ACM international conference on Virtual reality continuum and its applications
Grayscale aerial and space image colorization using texture classification
Pattern Recognition Letters - Special issue: Pattern recognition in remote sensing (PRRS 2004)
ACM SIGGRAPH 2006 Papers
Interactive local adjustment of tonal values
ACM SIGGRAPH 2006 Papers
Locally adapted hierarchical basis preconditioning
ACM SIGGRAPH 2006 Papers
ACM SIGGRAPH 2006 Papers
A Spectral Color Analysis and Colorization Technique
IEEE Computer Graphics and Applications
Proceedings of the 4th international conference on Computer graphics and interactive techniques in Australasia and Southeast Asia
IEEE Transactions on Visualization and Computer Graphics
Random Walks for Image Segmentation
IEEE Transactions on Pattern Analysis and Machine Intelligence
A colorization algorithm based on local MAP estimation
Pattern Recognition
An efficient PCA-based color transfer method
Journal of Visual Communication and Image Representation
Learning to compress images and videos
Proceedings of the 24th international conference on Machine learning
Optimization based grayscale image colorization
Pattern Recognition Letters
Ldr2Hdr: on-the-fly reverse tone mapping of legacy video and photographs
ACM SIGGRAPH 2007 papers
Interactive topology-aware surface reconstruction
ACM SIGGRAPH 2007 papers
AppWand: editing measured materials using appearance-driven optimization
ACM SIGGRAPH 2007 papers
ACM SIGGRAPH 2007 papers
Image upsampling via imposed edge statistics
ACM SIGGRAPH 2007 papers
ACM SIGGRAPH 2007 papers
Real-time edge-aware image processing with the bilateral grid
ACM SIGGRAPH 2007 papers
Colorization in YCbCr color space and its application to JPEG images
Pattern Recognition
AppProp: all-pairs appearance-space edit propagation
ACM SIGGRAPH 2008 papers
Edge-preserving decompositions for multi-scale tone and detail manipulation
ACM SIGGRAPH 2008 papers
Light mixture estimation for spatially varying white balance
ACM SIGGRAPH 2008 papers
Color image coding by colorization approach
Journal on Image and Video Processing - Color in Image and Video Processing
Colorization using harmonic templates
ACM SIGGRAPH 2008 posters
Texture amendment: reducing texture distortion in constrained parameterization
ACM SIGGRAPH Asia 2008 papers
ACM SIGGRAPH Asia 2008 papers
Digital Image Colorization Based on Probabilistic Distance Transform
CIARP '08 Proceedings of the 13th Iberoamerican congress on Pattern Recognition: Progress in Pattern Recognition, Image Analysis and Applications
Search Space Reduction for MRF Stereo
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Geodesic Matting: A Framework for Fast Interactive Image and Video Segmentation and Matting
International Journal of Computer Vision
Selective color transfer with multi-source images
Pattern Recognition Letters
Fast dynamic reranking in large graphs
Proceedings of the 18th international conference on World wide web
Edge-avoiding wavelets and their applications
ACM SIGGRAPH 2009 papers
Pose-timeline for propagating motion edits
Proceedings of the 2009 ACM SIGGRAPH/Eurographics Symposium on Computer Animation
Efficient affinity-based edit propagation using K-D tree
ACM SIGGRAPH Asia 2009 papers
User-assisted intrinsic images
ACM SIGGRAPH Asia 2009 papers
Edge-preserving multiscale image decomposition based on local extrema
ACM SIGGRAPH Asia 2009 papers
Editorial: Interactive imaging and vision-Ideas, algorithms and applications
Pattern Recognition
Digital image matting based on hybrid distance transformation
ICCOMP'09 Proceedings of the WSEAES 13th international conference on Computers
ACM Transactions on Graphics (TOG)
A distance transformation based algorithm for digital image colorization
VIIP '07 The Seventh IASTED International Conference on Visualization, Imaging and Image Processing
Novel inverse colorization for image compression
PCS'09 Proceedings of the 27th conference on Picture Coding Symposium
Learning-based multiview video coding
PCS'09 Proceedings of the 27th conference on Picture Coding Symposium
Structure-Preserving Colorization Based on Quaternionic Phase Reconstruction
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Block-based color correction algorithm for multi-view video coding
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Colorization of black-and-white cartoons
Image and Vision Computing
GradientShop: A gradient-domain optimization framework for image and video filtering
ACM Transactions on Graphics (TOG)
On semi-supervised learning and sparsity
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Using assorted color spaces and pixel window sizes for colorization of grayscale images
Proceedings of the International Conference and Workshop on Emerging Trends in Technology
Coloring gray scale digital images using Kekre's fast code book generation algorithm
Proceedings of the International Conference and Workshop on Emerging Trends in Technology
Image and Video Colorization Using Vector-Valued Reproducing Kernel Hilbert Spaces
Journal of Mathematical Imaging and Vision
An improved color mood blending between images via fuzzy relationship
MIRAGE'07 Proceedings of the 3rd international conference on Computer vision/computer graphics collaboration techniques
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
High dynamic range scene realization using two complementary images
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Progressive histogram reshaping for creative color transfer and tone reproduction
NPAR '10 Proceedings of the 8th International Symposium on Non-Photorealistic Animation and Rendering
Image and video colorization based on prioritized source propagation
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Colorization of grayscale images and videos using a semi-automatic approach
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Computing Color Transforms with Applications to Image Editing
Journal of Mathematical Imaging and Vision
Accurate reversible color-to-gray mapping algorithm without distortion conditions
Pattern Recognition Letters
Geodesic image and video editing
ACM Transactions on Graphics (TOG)
Diffusion maps for edge-aware image editing
ACM SIGGRAPH Asia 2010 papers
Data-driven image color theme enhancement
ACM SIGGRAPH Asia 2010 papers
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Colorization for single image super resolution
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Photography enhancement based on the fusion of tone and color mappings in adaptive local region
IEEE Transactions on Image Processing
Human-computer interaction for the generation of image processing applications
International Journal of Human-Computer Studies
Domain transform for edge-aware image and video processing
ACM SIGGRAPH 2011 papers
ACM SIGGRAPH 2011 papers
Colour spaces for colour transfer
CCIW'11 Proceedings of the Third international conference on Computational color imaging
Defocus map estimation from a single image
Pattern Recognition
StereoBrush: interactive 2D to 3D conversion using discontinuous warps
Proceedings of the Eighth Eurographics Symposium on Sketch-Based Interfaces and Modeling
Semantic colorization with internet images
Proceedings of the 2011 SIGGRAPH Asia Conference
Image smoothing via L0 gradient minimization
Proceedings of the 2011 SIGGRAPH Asia Conference
Multigrid and multilevel preconditioners for computational photography
Proceedings of the 2011 SIGGRAPH Asia Conference
Towards automatic concept transfer
Proceedings of the ACM SIGGRAPH/Eurographics Symposium on Non-Photorealistic Animation and Rendering
Shape prior embedded geodesic distance transform for image segmentation
ACCV'10 Proceedings of the 2010 international conference on Computer vision - Volume part II
Tennis real play: an interactive tennis game with models from real videos
MM '11 Proceedings of the 19th ACM international conference on Multimedia
Selective color transferring via ellipsoid color mixture map
Journal of Visual Communication and Image Representation
A system for editing sky images using an image database
SIGGRAPH Asia 2011 Sketches
Antialiasing recovery for edit propagation
Proceedings of the 10th International Conference on Virtual Reality Continuum and Its Applications in Industry
Color transfer using scattered point interpolation
Proceedings of the 10th International Conference on Virtual Reality Continuum and Its Applications in Industry
Object-Based image recoloring using alpha matte and color histogram specification
VSMM'06 Proceedings of the 12th international conference on Interactive Technologies and Sociotechnical Systems
Grey-scale image colorization by local correlation based optimization algorithm
VISUAL'05 Proceedings of the 8th international conference on Visual Information and Information Systems
Bayesian colorization using MRF color image modeling
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part II
Interactive transfer of human facial color
PCM'05 Proceedings of the 6th Pacific-Rim conference on Advances in Multimedia Information Processing - Volume Part II
Color correction and compression for multi-view video using h.264 features
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Salience-preserving image composition with luminance consistency
IWICPAS'06 Proceedings of the 2006 Advances in Machine Vision, Image Processing, and Pattern Analysis international conference on Intelligent Computing in Pattern Analysis/Synthesis
A colorization based animation broadcast system with traitor tracing capability
IWDW'06 Proceedings of the 5th international conference on Digital Watermarking
A local variance-based bilateral filtering for artifact-free detail- and edge-preserving smoothing
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Colorization by landmark pixels extraction
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Adaptive manifolds for real-time high-dimensional filtering
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Practical temporal consistency for image-based graphics applications
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Colorization using quaternion algebra with automatic scribble generation
MMM'12 Proceedings of the 18th international conference on Advances in Multimedia Modeling
Embroidery modeling and rendering
Proceedings of Graphics Interface 2012
Data-Driven Object Manipulation in Images
Computer Graphics Forum
Computer Graphics Forum
Free appearance-editing with improved poisson image cloning
Journal of Computer Science and Technology - Special issue on Natural Language Processing
Automatic grayscale image colorization using histogram regression
Pattern Recognition Letters
Smooth Shape-Aware Functions with Controlled Extrema
Computer Graphics Forum
Special Section on CANS: Toward automatic and flexible concept transfer
Computers and Graphics
Manifold preserving edit propagation
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Structure extraction from texture via relative total variation
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Lazy selection: a scribble-based tool for smart shape elements selection
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Transfusive image manipulation
ACM Transactions on Graphics (TOG) - Proceedings of ACM SIGGRAPH Asia 2012
Aesthetics in covariant image reconstruction
Computational Aesthetics'05 Proceedings of the First Eurographics conference on Computational Aesthetics in Graphics, Visualization and Imaging
A palette-driven approach to image color transfer
Computational Aesthetics'05 Proceedings of the First Eurographics conference on Computational Aesthetics in Graphics, Visualization and Imaging
Computational Aesthetics'05 Proceedings of the First Eurographics conference on Computational Aesthetics in Graphics, Visualization and Imaging
EGSR'08 Proceedings of the Nineteenth Eurographics conference on Rendering
Enhancement of bright video features for HDR displays
EGSR'08 Proceedings of the Nineteenth Eurographics conference on Rendering
Spectralization: reconstructing spectra from sparse data
EGSR'10 Proceedings of the 21st Eurographics conference on Rendering
EGSR'05 Proceedings of the Sixteenth Eurographics conference on Rendering Techniques
EGSR'07 Proceedings of the 18th Eurographics conference on Rendering Techniques
Image colorization using similar images
Proceedings of the 20th ACM international conference on Multimedia
Smart Scribbles for Sketch Segmentation
Computer Graphics Forum
ICEC'07 Proceedings of the 6th international conference on Entertainment Computing
Video Panorama for 2D to 3D Conversion
Computer Graphics Forum
Colorization of CT images to improve tissue contrast for tumor segmentation
Computers in Biology and Medicine
Indoor segmentation and support inference from RGBD images
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
VEA 2012: Efficient antialiased edit propagation for images and videos
Computers and Graphics
Optimized anaglyph colorization
SIGGRAPH Asia 2012 Technical Briefs
Image colorization with an affective word
CVM'12 Proceedings of the First international conference on Computational Visual Media
Colorization for gray scale facial image by locality-constrained linear coding
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Probabilistic color-by-numbers: suggesting pattern colorizations using factor graphs
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
Efficient preconditioning of laplacian matrices for computer graphics
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
Optimizing color consistency in photo collections
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
Non-photorealistic rendering with spot colour
Proceedings of the Symposium on Computational Aesthetics
Shape priors extraction and application for geodesic distance transforms in images and videos
Pattern Recognition Letters
Interactive chromaticity mapping for multispectral images
The Visual Computer: International Journal of Computer Graphics
A sparse control model for image and video editing
ACM Transactions on Graphics (TOG)
Data-driven hallucination of different times of day from a single outdoor photo
ACM Transactions on Graphics (TOG)
WYSIWYG computational photography via viewfinder editing
ACM Transactions on Graphics (TOG)
Affective image adjustment with a single word
The Visual Computer: International Journal of Computer Graphics
A framework for interactive image color editing
The Visual Computer: International Journal of Computer Graphics
Colorization for Gray Scale Facial Image by Locality-Constrained Linear Coding
Journal of Signal Processing Systems
Oscillation analysis for salient object detection
Multimedia Tools and Applications
Application of the Extended Distance Transformation in digital image colorization
Multimedia Tools and Applications
Depth sculpturing for 2D paintings: A progressive depth map completion framework
Journal of Visual Communication and Image Representation
Color recovery of black-and-white halftoned images via categorized color-embedding look-up tables
Digital Signal Processing
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Colorization is a computer-assisted process of adding color to a monochrome image or movie. The process typically involves segmenting images into regions and tracking these regions across image sequences. Neither of these tasks can be performed reliably in practice; consequently, colorization requires considerable user intervention and remains a tedious, time-consuming, and expensive task.In this paper we present a simple colorization method that requires neither precise image segmentation, nor accurate region tracking. Our method is based on a simple premise; neighboring pixels in space-time that have similar intensities should have similar colors. We formalize this premise using a quadratic cost function and obtain an optimization problem that can be solved efficiently using standard techniques. In our approach an artist only needs to annotate the image with a few color scribbles, and the indicated colors are automatically propagated in both space and time to produce a fully colorized image or sequence. We demonstrate that high quality colorizations of stills and movie clips may be obtained from a relatively modest amount of user input.