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Given an input face photo, the goal of caricature generation is to produce stylized, exaggerated caricatures that share the same identity as the photo. It requires simultaneous style transfer and shape exaggeration with rich diversity, and…

Computer Vision and Pattern Recognition · Computer Science 2021-12-21 Haodi Hou , Jing Huo , Jing Wu , Yu-Kun Lai , Yang Gao

Caricature is an artistic drawing created to abstract or exaggerate facial features of a person. Rendering visually pleasing caricatures is a difficult task that requires professional skills, and thus it is of great interest to design a…

Computer Vision and Pattern Recognition · Computer Science 2020-08-14 Wenqing Chu , Wei-Chih Hung , Yi-Hsuan Tsai , Yu-Ting Chang , Yijun Li , Deng Cai , Ming-Hsuan Yang

Caricature generation is an interesting yet challenging task. The primary goal is to generate plausible caricatures with reasonable exaggerations given face images. Conventional caricature generation approaches mainly use low-level…

Computer Vision and Pattern Recognition · Computer Science 2018-11-22 Wenbin Li , Wei Xiong , Haofu Liao , Jing Huo , Yang Gao , Jiebo Luo

We propose, WarpGAN, a fully automatic network that can generate caricatures given an input face photo. Besides transferring rich texture styles, WarpGAN learns to automatically predict a set of control points that can warp the photo into a…

Computer Vision and Pattern Recognition · Computer Science 2019-04-17 Yichun Shi , Debayan Deb , Anil K. Jain

Caricature, a type of exaggerated artistic portrait, amplifies the distinctive, yet nuanced traits of human faces. This task is typically left to artists, as it has proven difficult to capture subjects' unique characteristics well using…

Computer Vision and Pattern Recognition · Computer Science 2020-04-07 Julia Gong , Yannick Hold-Geoffroy , Jingwan Lu

Facial caricature is an art form of drawing faces in an exaggerated way to convey humor or sarcasm. In this paper, we propose the first Generative Adversarial Network (GAN) for unpaired photo-to-caricature translation, which we call…

Computer Vision and Pattern Recognition · Computer Science 2018-11-05 Kaidi Cao , Jing Liao , Lu Yuan

Caricature is an exaggerated form of artistic portraiture that accentuates unique yet subtle characteristics of human faces. Recently, advancements in deep end-to-end techniques have yielded encouraging outcomes in capturing both style and…

Computer Vision and Pattern Recognition · Computer Science 2023-11-23 Lamyanba Laishram , Muhammad Shaheryar , Jong Taek Lee , Soon Ki Jung

Photo-to-caricature translation aims to synthesize the caricature as a rendered image exaggerating the features through sketching, pencil strokes, or other artistic drawings. Style rendering and geometry deformation are the most important…

Computer Vision and Pattern Recognition · Computer Science 2020-11-11 Yuhe Ding , Xin Ma , Mandi Luo , Aihua Zheng , Ran He

Caricature is an art form that expresses subjects in abstract, simple and exaggerated view. While many caricatures are 2D images, this paper presents an algorithm for creating expressive 3D caricatures from 2D caricature images with a…

Computer Vision and Pattern Recognition · Computer Science 2018-03-28 Qianyi Wu , Juyong Zhang , Yu-Kun Lai , Jianmin Zheng , Jianfei Cai

A caricature is an artistic form of a person's picture in which certain striking characteristics are abstracted or exaggerated in order to create a humor or sarcasm effect. For numerous caricature related applications such as attribute…

Computer Vision and Pattern Recognition · Computer Science 2019-05-14 Wenqing Chu , Wei-Chih Hung , Yi-Hsuan Tsai , Deng Cai , Ming-Hsuan Yang

The problem of deforming an artist-drawn caricature according to a given normal face expression is of interest in applications such as social media, animation and entertainment. This paper presents a solution to the problem, with an…

Computer Vision and Pattern Recognition · Computer Science 2020-08-14 Keyu Chen , Jianmin Zheng , Jianfei Cai , Juyong Zhang

We present a caricature generation framework based on shape and style manipulation using StyleGAN. Our framework, dubbed StyleCariGAN, automatically creates a realistic and detailed caricature from an input photo with optional controls on…

Computer Vision and Pattern Recognition · Computer Science 2021-07-12 Wonjong Jang , Gwangjin Ju , Yucheol Jung , Jiaolong Yang , Xin Tong , Seungyong Lee

A photorealistic and controllable 3D caricaturization framework for faces is introduced. We start with an intrinsic Gaussian curvature-based surface exaggeration technique, which, when coupled with texture, tends to produce over-smoothed…

Graphics · Computer Science 2026-01-08 Eldad Matmon , Amit Bracha , Noam Rotstein , Ron Kimmel

We propose a learning based method for generating new animations of a cartoon character given a few example images. Our method is designed to learn from a traditionally animated sequence, where each frame is drawn by an artist, and thus the…

Computer Vision and Pattern Recognition · Computer Science 2020-10-14 Omid Poursaeed , Vladimir G. Kim , Eli Shechtman , Jun Saito , Serge Belongie

Face recognition of realistic visual images has been well studied and made a significant progress in the recent decade. Unlike the realistic visual images, the face recognition of the caricatures is far from the performance of the visual…

Computer Vision and Pattern Recognition · Computer Science 2020-03-13 Zuheng Ming , Jean-Christophe Burie , Muhammad Muzzamil Luqman

Caricature is a type of artistic style of human faces that attracts considerable attention in the entertainment industry. So far a few 3D caricature generation methods exist and all of them require some caricature information (e.g., a…

Computer Vision and Pattern Recognition · Computer Science 2021-11-16 Zipeng Ye , Mengfei Xia , Yanan Sun , Ran Yi , Minjing Yu , Juyong Zhang , Yu-Kun Lai , Yong-jin Liu

Generative models have made significant progress in the tasks of modeling complex data distributions such as natural images. The introduction of Generative Adversarial Networks (GANs) and auto-encoders lead to the possibility of training on…

Computer Vision and Pattern Recognition · Computer Science 2018-03-29 Tobias Hinz , Stefan Wermter

Sarcasm generation has been investigated in previous studies by considering it as a text-to-text generation problem, i.e., generating a sarcastic sentence for an input sentence. In this paper, we study a new problem of cross-modal sarcasm…

Computer Vision and Pattern Recognition · Computer Science 2022-11-22 Jie Ruan , Yue Wu , Xiaojun Wan , Yuesheng Zhu

A 3D caricature is an exaggerated 3D depiction of a human face. The goal of this paper is to model the variations of 3D caricatures in a compact parameter space so that we can provide a useful data-driven toolkit for handling 3D caricature…

Computer Vision and Pattern Recognition · Computer Science 2022-08-01 Yucheol Jung , Wonjong Jang , Soongjin Kim , Jiaolong Yang , Xin Tong , Seungyong Lee

The current state-of-the-art Diffusion model has demonstrated excellent results in generating images. However, the images are monotonous and are mostly the result of the distribution of images of people in the training set, making it…

Computer Vision and Pattern Recognition · Computer Science 2023-05-18 Tianyu Chen
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