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Papers Image Colorization

“Image Colorization” 태그가 달린 논문 138편 · 필터 해제

L-C4: Language-Based Video Colorization for Creative and Consistent Color

2024-10-07 · Zheng Chang, Shuchen Weng, Huan Ouyang, Yu Li 외

Automatic video colorization is inherently an ill-posed problem because each monochrome frame has multiple optional color candidates. Previous exemplar-based video colorization methods restrict the user's imagination due…

ColorizationImage Colorization

PixelShuffler: A Simple Image Translation Through Pixel Rearrangement

2024-10-03 · Omar Zamzam

Image-to-image translation is a topic in computer vision that has a vast range of use cases ranging from medical image translation, such as converting MRI scans to CT scans or to other MRI contrasts, to image colorizatio…

ColorizationDomain AdaptationImage ColorizationImage-to-Image Translation+3

Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration

2024-10-01 · Guy Ohayon, Tomer Michaeli, Michael Elad

Photo-realistic image restoration algorithms are typically evaluated by distortion measures (e.g., PSNR, SSIM) and by perceptual quality measures (e.g., FID, NIQE), where the desire is to attain the lowest possible disto…

Blind Face RestorationImage ColorizationImage DenoisingImage Inpainting+3

ColorMamba: Towards High-quality NIR-to-RGB Spectral Translation with Mamba

2024-08-15 · Huiyu Zhai, Guang Jin, Xingxing Yang, Guosheng Kang

Translating NIR to the visible spectrum is challenging due to cross-domain complexities. Current models struggle to balance a broad receptive field with computational efficiency, limiting practical use. Although the Sele…

Computational EfficiencyImage ColorizationMambaTranslation

MultiColor: Image Colorization by Learning from Multiple Color Spaces

2024-08-08 · Xiangcheng Du, Zhao Zhou, Yanlong Wang, Zhuoyao Wang 외

Deep networks have shown impressive performance in the image restoration tasks, such as image colorization. However, we find that previous approaches rely on the digital representation from single color model with a spec…

ColorizationDecoderImage ColorizationImage Restoration

Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems

2024-07-23 · Sojin Lee, Dogyun Park, Inho Kong, Hyunwoo J. Kim

Recent studies on inverse problems have proposed posterior samplers that leverage the pre-trained diffusion models as powerful priors. These attempts have paved the way for using diffusion models in a wide range of inver…

ColorizationDeblurringDenoisingImage Colorization+6

SketchDeco: Decorating B&W Sketches with Colour

2024-05-29 · Chaitat Utintu, Pinaki Nath Chowdhury, Aneeshan Sain, Subhadeep Koley 외

This paper introduces a novel approach to sketch colourisation, inspired by the universal childhood activity of colouring and its professional applications in design and story-boarding. Striking a balance between precisi…

Image ColorizationImage GenerationSketch Colorization

Towards Global Optimal Visual In-Context Learning Prompt Selection

2024-05-24 · Chengming Xu, Chen Liu, Yikai Wang, Yuan YAO 외

Visual In-Context Learning (VICL) is a prevailing way to transfer visual foundation models to new tasks by leveraging contextual information contained in in-context examples to enhance learning and prediction of query sa…

ColorizationForeground SegmentationImage ColorizationIn-Context Learning+2

Multi-scale HSV Color Feature Embedding for High-fidelity NIR-to-RGB Spectrum Translation

2024-04-25 · Huiyu Zhai, Mo Chen, Xingxing Yang, Gusheng Kang

The NIR-to-RGB spectral domain translation is a formidable task due to the inherent spectral mapping ambiguities within NIR inputs and RGB outputs. Thus, existing methods fail to reconcile the tension between maintaining…

ColorizationImage ColorizationTranslation

Lift3D: Zero-Shot Lifting of Any 2D Vision Model to 3D

2024-03-27 · CVPR 2024 1 · Mukund Varma T, Peihao Wang, Zhiwen Fan, Zhangyang Wang 외

In recent years, there has been an explosion of 2D vision models for numerous tasks such as semantic segmentation, style transfer or scene editing, enabled by large-scale 2D image datasets. At the same time, there has be…

ColorizationImage ColorizationSemantic SegmentationStyle Transfer+1

Colorizing Monochromatic Radiance Fields

2024-02-19 · Yean Cheng, Renjie Wan, Shuchen Weng, Chengxuan Zhu 외

Though Neural Radiance Fields (NeRF) can produce colorful 3D representations of the world by using a set of 2D images, such ability becomes non-existent when only monochromatic images are provided. Since color is necessa…

ColorizationImage ColorizationNeRF

Control Color: Multimodal Diffusion-based Interactive Image Colorization

2024-02-16 · Zhexin Liang, Zhaochen Li, Shangchen Zhou, Chongyi Li 외

Despite the existence of numerous colorization methods, several limitations still exist, such as lack of user interaction, inflexibility in local colorization, unnatural color rendering, insufficient color variation, and…

ColorizationColor ManipulationImage Colorization

Audio-Infused Automatic Image Colorization by Exploiting Audio Scene Semantics

2024-01-24 · Pengcheng Zhao, Yanxiang Chen, Yang Zhao, Zhao Zhang

Automatic image colorization is inherently an ill-posed problem with uncertainty, which requires an accurate semantic understanding of scenes to estimate reasonable colors for grayscale images. Although recent interactio…

ColorizationImage Colorization

Grayscale Image Colorization with GAN and CycleGAN in Different Image Domain

2024-01-21 · Chen Liang, Yunchen Sheng, Yichen Mo

Automatic colorization of grayscale image has been a challenging task. Previous research have applied supervised methods in conquering this problem [ 1]. In this paper, we reproduces a GAN-based coloring model, and exper…

ColorizationImage Colorization

Color-$S^{4}L$: Self-supervised Semi-supervised Learning with Image Colorization

2024-01-08 · Hanxiao Chen

This work addresses the problem of semi-supervised image classification tasks with the integration of several effective self-supervised pretext tasks. Different from widely-used consistency regularization within semi-sup…

Colorizationimage-classificationImage ClassificationImage Colorization+1

Multi-scale Progressive Feature Embedding for Accurate NIR-to-RGB Spectral Domain Translation

2023-12-26 · Xingxing Yang, Jie Chen, Zaifeng Yang

NIR-to-RGB spectral domain translation is a challenging task due to the mapping ambiguities, and existing methods show limited learning capacities. To address these challenges, we propose to colorize NIR images via a mul…

ColorizationImage ColorizationTranslation

SPDGAN: A Generative Adversarial Network based on SPD Manifold Learning for Automatic Image Colorization

2023-12-21 · Youssef Mourchid, Marc Donias, Yannick Berthoumieu, Mohamed Najim

This paper addresses the automatic colorization problem, which converts a gray-scale image to a colorized one. Recent deep-learning approaches can colorize automatically grayscale images. However, when it comes to differ…

ColorizationGenerative Adversarial NetworkImage ColorizationSSIM

Fine-Tuning InstructPix2Pix for Advanced Image Colorization

2023-12-08 · Zifeng An, Zijing Xu, Eric Fan, Qi Cao

This paper presents a novel approach to human image colorization by fine-tuning the InstructPix2Pix model, which integrates a language model (GPT-3) with a text-to-image model (Stable Diffusion). Despite the original Ins…

ColorizationImage ColorizationLanguage ModelingLanguage Modelling

Diffusing Colors: Image Colorization with Text Guided Diffusion

2023-12-07 · Nir Zabari, Aharon Azulay, Alexey Gorkor, Tavi Halperin 외

The colorization of grayscale images is a complex and subjective task with significant challenges. Despite recent progress in employing large-scale datasets with deep neural networks, difficulties with controllability an…

ColorizationImage Colorization

Nighttime Thermal Infrared Image Colorization with Feedback-based Object Appearance Learning

2023-10-24 · Fu-Ya Luo, Shu-Lin Liu, Yi-Jun Cao, Kai-Fu Yang 외

Stable imaging in adverse environments (e.g., total darkness) makes thermal infrared (TIR) cameras a prevalent option for night scene perception. However, the low contrast and lack of chromaticity of TIR images are detri…

ColorizationGenerative Adversarial NetworkImage ColorizationTranslation
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