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Strand-based hair rendering has become increasingly popular in production for its realistic appearance. However, the prevailing level-of-detail solution employing hair cards for distant hair models introduces a significant discontinuity in…

图形学 · 计算机科学 2024-10-25 Tao Huang , Yang Zhou , Daqi Lin , Junqiu Zhu , Ling-Qi Yan , Kui Wu

In the film and gaming industries, achieving a realistic hair appearance typically involves the use of strands originating from the scalp. However, reconstructing these strands from observed surface images of hair presents significant…

计算机视觉与模式识别 · 计算机科学 2024-04-01 Yusuke Takimoto , Hikari Takehara , Hiroyuki Sato , Zihao Zhu , Bo Zheng

Generating realistic human 3D reconstructions using image or video data is essential for various communication and entertainment applications. While existing methods achieved impressive results for body and facial regions, realistic hair…

计算机视觉与模式识别 · 计算机科学 2023-06-13 Vanessa Sklyarova , Jenya Chelishev , Andreea Dogaru , Igor Medvedev , Victor Lempitsky , Egor Zakharov

We propose a novel method that reconstructs hair strands directly from colorless 3D scans by leveraging multi-modal hair orientation extraction. Hair strand reconstruction is a fundamental problem in computer vision and graphics, essential…

计算机视觉与模式识别 · 计算机科学 2026-05-14 Rachmadio Noval Lazuardi , Artem Sevastopolsky , Egor Zakharov , Matthias Niessner , Vanessa Sklyarova

Reconstructing strand-level 3D hair from a single-view image is highly challenging, especially when preserving consistent and realistic attributes in unseen regions. Existing methods rely on limited frontal-view cues and…

计算机视觉与模式识别 · 计算机科学 2026-04-06 Leyang Jin , Yujian Zheng , Bingkui Tong , Yuda Qiu , Zhenyu Xie , Hao Li

We present a compact pipeline for high-fidelity hair reconstruction from multi-view images. While recent 3D Gaussian Splatting (3DGS) methods achieve realistic results, they often require millions of primitives, leading to high storage and…

计算机视觉与模式识别 · 计算机科学 2026-04-07 Haimin Luo , Srinjay Sarkar , Albert Mosella-Montoro , Francisco Vicente Carrasco , Fernando De la Torre

Generating plausible hair image given limited guidance, such as sparse sketches or low-resolution image, has been made possible with the rise of Generative Adversarial Networks (GANs). Traditional image-to-image translation networks can…

计算机视觉与模式识别 · 计算机科学 2019-12-30 Haonan Qiu , Chuan Wang , Hang Zhu , Xiangyu Zhu , Jinjin Gu , Xiaoguang Han

We introduce a deep learning-based method to generate full 3D hair geometry from an unconstrained image. Our method can recover local strand details and has real-time performance. State-of-the-art hair modeling techniques rely on large…

图形学 · 计算机科学 2018-07-12 Yi Zhou , Liwen Hu , Jun Xing , Weikai Chen , Han-Wei Kung , Xin Tong , Hao Li

Hair appearance is a complex phenomenon due to hair geometry and how the light bounces on different hair fibers. For this reason, reproducing a specific hair color in a rendering environment is a challenging task that requires manual work…

图形学 · 计算机科学 2022-02-09 Robin Kips , Panagiotis-Alexandros Bokaris , Matthieu Perrot , Pietro Gori , Isabelle Bloch

Despite recent successes in hair acquisition that fits a high-dimensional hair model to a specific input subject, generative hair models, which establish general embedding spaces for encoding, editing, and sampling diverse hairstyles, are…

图形学 · 计算机科学 2023-11-20 Yuxiao Zhou , Menglei Chai , Alessandro Pepe , Markus Gross , Thabo Beeler

Undoubtedly, high-fidelity 3D hair plays an indispensable role in digital humans. However, existing monocular hair modeling methods are either tricky to deploy in digital systems (e.g., due to their dependence on complex user interactions…

图形学 · 计算机科学 2022-05-10 Keyu Wu , Yifan Ye , Lingchen Yang , Hongbo Fu , Kun Zhou , Youyi Zheng

We present an interactive approach to synthesizing realistic variations in facial hair in images, ranging from subtle edits to existing hair to the addition of complex and challenging hair in images of clean-shaven subjects. To circumvent…

计算机视觉与模式识别 · 计算机科学 2020-04-16 Kyle Olszewski , Duygu Ceylan , Jun Xing , Jose Echevarria , Zhili Chen , Weikai Chen , Hao Li

Hairstyles are intricate and culturally significant with various geometries, textures, and structures. Existing text or image-guided generation methods fail to handle the richness and complexity of diverse styles. We present TANGLED, a…

计算机视觉与模式识别 · 计算机科学 2025-02-11 Pengyu Long , Zijun Zhao , Min Ouyang , Qingcheng Zhao , Qixuan Zhang , Wei Yang , Lan Xu , Jingyi Yu

We present Neural Strands, a novel learning framework for modeling accurate hair geometry and appearance from multi-view image inputs. The learned hair model can be rendered in real-time from any viewpoint with high-fidelity view-dependent…

计算机视觉与模式识别 · 计算机科学 2022-08-01 Radu Alexandru Rosu , Shunsuke Saito , Ziyan Wang , Chenglei Wu , Sven Behnke , Giljoo Nam

We introduce a new hair modeling method that uses a dual representation of classical hair strands and 3D Gaussians to produce accurate and realistic strand-based reconstructions from multi-view data. In contrast to recent approaches that…

计算机视觉与模式识别 · 计算机科学 2024-09-24 Egor Zakharov , Vanessa Sklyarova , Michael Black , Giljoo Nam , Justus Thies , Otmar Hilliges

Human hair reconstruction is a challenging problem in computer vision, with growing importance for applications in virtual reality and digital human modeling. Recent advances in 3D Gaussians Splatting (3DGS) provide efficient and explicit…

计算机视觉与模式识别 · 计算机科学 2025-09-10 Yimin Pan , Matthias Nießner , Tobias Kirschstein

We address the task of generating 3D hair geometry from a single image, which is challenging due to the diversity of hairstyles and the lack of paired image-to-3D hair data. Previous methods are primarily trained on synthetic data and cope…

计算机视觉与模式识别 · 计算机科学 2025-05-12 Radu Alexandru Rosu , Keyu Wu , Yao Feng , Youyi Zheng , Michael J. Black

Achieving realistic hair strand synthesis is essential for creating lifelike digital humans, but producing high-fidelity hair strand geometry remains a significant challenge. Existing methods require a complex setup for data acquisition,…

图形学 · 计算机科学 2025-08-27 Shashikant Verma , Shanmuganathan Raman

We propose ID-to-3D, a method to generate identity- and text-guided 3D human heads with disentangled expressions, starting from even a single casually captured in-the-wild image of a subject. The foundation of our approach is anchored in…

计算机视觉与模式识别 · 计算机科学 2024-05-29 Francesca Babiloni , Alexandros Lattas , Jiankang Deng , Stefanos Zafeiriou

We present a novel approach for neural network-based hair segmentation from a single camera input specifically designed for real-time, mobile application. Our relatively small neural network produces a high-quality hair segmentation mask…

计算机视觉与模式识别 · 计算机科学 2019-07-17 Andrei Tkachenka , Gregory Karpiak , Andrey Vakunov , Yury Kartynnik , Artsiom Ablavatski , Valentin Bazarevsky , Siargey Pisarchyk
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