Articles with "colorization" as a keyword



Semantic‐aware automatic image colorization via unpaired cycle‐consistent self‐supervised network

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Published in 2022 at "International Journal of Intelligent Systems"

DOI: 10.1002/int.22667

Abstract: Automatic image colorization without manual interventions is an ill‐conditioned and inherently ambiguous problem. Most of existing methods focus on formulating colorization as a regression problem and learn parametric mappings from grayscale to color through deep… read more here.

Keywords: semantic aware; automatic image; image colorization; colorization ... See more keywords

An edge-refined vectorized deep colorization model for grayscale-to-color images

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Published in 2018 at "Neurocomputing"

DOI: 10.1016/j.neucom.2018.05.082

Abstract: Abstract To handle the colorization problem, we propose an edge-refined vectorized deep colorization model. We discuss the reasonable network parameters like the patch size, amount of layers, convolutional kernel size and amount. To improve the… read more here.

Keywords: colorization; edge refined; refined vectorized; model ... See more keywords

Hybrid Scheme of Image’s Regional Colorization Using Mask R-CNN and Poisson Editing

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Published in 2019 at "IEEE Access"

DOI: 10.1109/access.2019.2936258

Abstract: Image colorization is a creative process of reasonably adding colors on gray-scale images to generate well-pleasing colorized images. The existing colorization methods normally require user-supplied hints of color points and doodles, or handpicked color reference… read more here.

Keywords: colorized results; colorization; hybrid scheme; color ... See more keywords

From Coarse to Fine (FC2F): A New Scheme of Colorizing Thermal Infrared Images

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Published in 2020 at "IEEE Access"

DOI: 10.1109/access.2020.3000481

Abstract: Colorization of the thermal infrared image is an unsolved problem because usually there is no one-to-one relationship between an object’s color and its temperature. In this paper, we propose a new colorization scheme to address… read more here.

Keywords: new scheme; colorization; infrared images; thermal infrared ... See more keywords
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Double-Channel Guided Generative Adversarial Network for Image Colorization

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Published in 2021 at "IEEE Access"

DOI: 10.1109/access.2021.3055575

Abstract: Image colorization has a widespread application in video and image restoration in the past few years. Recently, automatic colorization methods based on deep learning have shown impressive performance. However, these methods map grayscale image input… read more here.

Keywords: image colorization; colorization; channel guided; double channel ... See more keywords

DARK: Few-Shot Remote-Sensing Colorization Using Label-Conditioned Color Injection

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Published in 2024 at "IEEE Geoscience and Remote Sensing Letters"

DOI: 10.1109/lgrs.2022.3141465

Abstract: Satellite image colorization is a broad challenging problem in the domain of remote sensing (RS) having huge potential applications. The problem becomes even more complicated under the few-shot setting, yet it has barely been studied… read more here.

Keywords: color injection; remote sensing; colorization; color ... See more keywords

IcGAN4ColSAR: A Novel Multispectral Conditional Generative Adversarial Network Approach for SAR Image Colorization

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Published in 2025 at "IEEE Geoscience and Remote Sensing Letters"

DOI: 10.1109/lgrs.2025.3534795

Abstract: SAR colorization aims to enrich gray-scale SAR images with color while ensuring the preservation of original radiometric and spatial details. However, researchers often limit themselves to using only the red, green, and blue bands of… read more here.

Keywords: conditional generative; sar; sar image; colorization ... See more keywords

Progressive Colorization via Iterative Generative Models

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Published in 2020 at "IEEE Signal Processing Letters"

DOI: 10.1109/lsp.2020.3037690

Abstract: Colorization is the process of coloring monochrome images. It has been widely used in photo processing and scientific illustration. However, colorizing grayscale images is an intrinsic ill-posed and ambiguous problem, with multiple plausible solutions. To… read more here.

Keywords: colorization via; colorization; via iterative; generative models ... See more keywords

Turning Diffusion-Based Image Colorization Into Efficient Color Compression

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Published in 2017 at "IEEE Transactions on Image Processing"

DOI: 10.1109/tip.2016.2627800

Abstract: The work of Levin et al. (2004) popularized stroke-based methods that add color to gray value images according to a small amount of user-specified color samples. Even though such reconstructions from sparse data suggest a… read more here.

Keywords: color; colorization; image; diffusion ... See more keywords

Colorization Using Neural Network Ensemble

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Published in 2017 at "IEEE Transactions on Image Processing"

DOI: 10.1109/tip.2017.2740620

Abstract: This paper investigates into the colorization problem, which converts a grayscale image to a colorful version. This is a difficult problem and normally requires manual adjustment to achieve artifact-free quality. For instance, it normally requires… read more here.

Keywords: color; colorization; image; network ... See more keywords

Toward Thermal Infrared Image Colorization via Large Kernel Convolution and Patch-Wise Graph Contrastive Learning

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Published in 2025 at "IEEE Transactions on Intelligent Transportation Systems"

DOI: 10.1109/tits.2025.3629031

Abstract: In the context of intelligent transportation systems (ITS), accurate thermal infrared image colorization plays a vital role in improving visual interpretation of traffic scenes, facilitating downstream analysis of vehicles and pedestrians under complex environmental conditions.… read more here.

Keywords: infrared image; image; thermal infrared; graph contrastive ... See more keywords