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Most colorization models condition only on a single reference, typically the first frame of the scene. However, this approach ignores other sources of conditional data, such as character sheets, background images, or arbitrary colorized…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Bryan Constantine Sadihin , Yihao Meng , Michael Hua Wang , Matteo Jiahao Chen , Hang Su

Existing video colorization methods struggle with temporal flickering or demand extensive manual input. We propose a novel approach automating high-fidelity video colorization using rich semantic guidance derived from language and…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Silvia Dani , Tiberio Uricchio , Lorenzo Seidenari

In industry, there exist plenty of scenarios where old gray photos need to be automatically colored, such as video sites and archives. In this paper, we present the HistoryNet focusing on historical person's diverse high fidelity clothing…

计算机视觉与模式识别 · 计算机科学 2021-08-17 Xin Jin , Zhonglan Li , Ke Liu , Dongqing Zou , Xiaodong Li , Xingfan Zhu , Ziyin Zhou , Qilong Sun , Qingyu Liu

The use of quaternions as a novel tool for color image representation has yielded impressive results in color image processing. By considering the color image as a unified entity rather than separate color space components, quaternions can…

图像与视频处理 · 电气工程与系统科学 2023-05-02 Jifei Miao , Kit Ian Kou , Liqiao Yang , Juan Han

Art objects can evoke certain emotions. Color is a fundamental element of visual art and plays a significant role in how art is perceived. This paper introduces a novel approach to classifying emotions in art using Fuzzy Sets. We employ a…

计算机视觉与模式识别 · 计算机科学 2024-04-10 Muragul Muratbekova , Pakizar Shamoi

This paper reviews published research in the field of computer-aided colorization technology. We argue that the colorization task originates from computer graphics, prospers by introducing computer vision, and tends to the fusion of vision…

计算机视觉与模式识别 · 计算机科学 2024-10-04 Yu Cao , Xin Duan , Xiangqiao Meng , P. Y. Mok , Ping Li , Tong-Yee Lee

In the game development process, creating character animations is a vital step that involves several stages. Typically for 2D games, illustrators begin by designing the main character image, which serves as the foundation for all subsequent…

图形学 · 计算机科学 2025-03-18 Cheng-An Hsieh , Jing Zhang , Ava Yan

We propose a novel diffusion-based framework for automatic colorization of Anime-style facial sketches. Our method preserves the structural fidelity of the input sketch while effectively transferring stylistic attributes from a reference…

图形学 · 计算机科学 2025-06-06 Junpyo Seo , Hanbin Koo , Jieun Yook , Byung-Ro Moon

Recent advances in deep generative adversarial networks (GAN) and self-attention mechanism have led to significant improvements in the challenging task of inpainting large missing regions in an image. These methods integrate self-attention…

计算机视觉与模式识别 · 计算机科学 2023-02-14 Xiang Zhou , Yuan Zeng , Yi Gong

Diffusion models have shown great promise in synthesizing visually appealing images. However, it remains challenging to condition the synthesis at a fine-grained level, for instance, synthesizing image pixels following some generic color…

计算机视觉与模式识别 · 计算机科学 2025-03-11 Ka Chun Shum , Binh-Son Hua , Duc Thanh Nguyen , Sai-Kit Yeung

Our animation studio has developed a practical style transfer pipeline for creating stylized 3D animation, which is suitable for complex real-world production. This paper presents the insights from our development process, where we explored…

图形学 · 计算机科学 2024-11-01 Hideki Todo , Yuki Koyama , Kunihiro Sakai , Akihiro Komiya , Jun Kato

We propose a deep learning approach for user-guided image colorization. The system directly maps a grayscale image, along with sparse, local user "hints" to an output colorization with a Convolutional Neural Network (CNN). Rather than using…

计算机视觉与模式识别 · 计算机科学 2017-05-12 Richard Zhang , Jun-Yan Zhu , Phillip Isola , Xinyang Geng , Angela S. Lin , Tianhe Yu , Alexei A. Efros

This paper presents a comprehensive pipeline that integrates state-of-the-art techniques to achieve high-quality cartoon style transfer for educational images and videos. The proposed approach combines the Inversion-based Style Transfer…

图形学 · 计算机科学 2025-04-07 Liuxin Yang , Priyanka Ladha

The comic production industry requires reference-based line art colorization with high accuracy, efficiency, contextual consistency, and flexible control. A comic page often involves diverse characters, objects, and backgrounds, which…

计算机视觉与模式识别 · 计算机科学 2025-05-07 Junhao Zhuang , Lingen Li , Xuan Ju , Zhaoyang Zhang , Chun Yuan , Ying Shan

While real-world anime super-resolution (SR) has gained increasing attention in the SR community, existing methods still adopt techniques from the photorealistic domain. In this paper, we analyze the anime production workflow and rethink…

图像与视频处理 · 电气工程与系统科学 2024-04-05 Boyang Wang , Fengyu Yang , Xihang Yu , Chao Zhang , Hanbin Zhao

Conceptualizing away the sketch processing details in a user interface will enable general users and domain experts to create more complex sketches. There are many domains for which sketch recognition systems are being developed. But they…

计算机视觉与模式识别 · 计算机科学 2012-11-13 Vasudha Vashisht , Tanupriya Choudhury , T. V. Prasad

Popular industrial robotic problems such as spray painting and welding require (i) conditioning on free-shape 3D objects and (ii) planning of multiple trajectories to solve the task. Yet, existing solutions make strong assumptions on the…

机器人学 · 计算机科学 2023-12-07 Gabriele Tiboni , Raffaello Camoriano , Tatiana Tommasi

Image inpainting methods have shown significant improvements by using deep neural networks recently. However, many of these techniques often create distorted structures or blurry textures inconsistent with surrounding areas. The problem is…

计算机视觉与模式识别 · 计算机科学 2022-01-04 Maitreya Suin , Kuldeep Purohit , A. N. Rajagopalan

This paper tackles the challenge of colorizing grayscale images. We take a deep convolutional neural network approach, and choose to take the angle of classification, working on a finite set of possible colors. Similarly to a recent paper,…

计算机视觉与模式识别 · 计算机科学 2018-11-09 Vincent Billaut , Matthieu de Rochemonteix , Marc Thibault

Generation of stroke-based non-photorealistic imagery, is an important problem in the computer vision community. As an endeavor in this direction, substantial recent research efforts have been focused on teaching machines "how to paint", in…

计算机视觉与模式识别 · 计算机科学 2021-06-16 Jaskirat Singh , Liang Zheng