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相关论文: Real-time Level-of-Detail Strand-based Hair Render…

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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

Hair cards remain a widely used representation for hair modeling in real-time applications, offering a practical trade-off between visual fidelity, memory usage, and performance. However, generating high-quality hair card models remains a…

图形学 · 计算机科学 2025-09-17 Zhongtian Zheng , Tao Huang , Haozhe Su , Xueqi Ma , Yuefan Shen , Tongtong Wang , Yin Yang , Xifeng Gao , Zherong Pan , Kui Wu

Realistic hair strand generation is crucial for applications like computer graphics and virtual reality. While diffusion models can generate hairstyles from text or images, these inputs lack precision and user-friendliness. Instead, we…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Na Zhang , Moran Li , Chengming Xu , Han Feng , Xiaobin Hu , Jiangning Zhang , Weijian Cao , Chengjie Wang , Yanwei Fu

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

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

In this work, we tackle the challenging problem of learning-based single-view 3D hair modeling. Due to the great difficulty of collecting paired real image and 3D hair data, using synthetic data to provide prior knowledge for real domain…

计算机视觉与模式识别 · 计算机科学 2023-03-27 Yujian Zheng , Zirong Jin , Moran Li , Haibin Huang , Chongyang Ma , Shuguang Cui , Xiaoguang Han

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

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

Current hair transfer methods struggle to handle diverse and intricate hairstyles, limiting their applicability in real-world scenarios. In this paper, we propose a novel diffusion-based hair transfer framework, named \textit{Stable-Hair},…

计算机视觉与模式识别 · 计算机科学 2024-12-11 Yuxuan Zhang , Qing Zhang , Yiren Song , Jichao Zhang , Hao Tang , Jiaming Liu

Creating an appearance-preserving level-of-detail (LoD) representation for arbitrary 3D scenes is a challenging problem. The appearance of a scene is an intricate combination of both geometry and material models, and is further complicated…

图形学 · 计算机科学 2024-10-01 Yang Zhou , Tao Huang , Ravi Ramamoorthi , Pradeep Sen , Ling-Qi Yan

Strand-level hair geometry reconstruction is a fundamental problem in virtual human modeling and the digitization of hairstyles. However, existing methods still suffer from a significant trade-off between accuracy and efficiency. Implicit…

计算机视觉与模式识别 · 计算机科学 2026-04-08 Da Li , Dominik Engel , Deng Luo , Ivan Viola

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

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

In this work, we present a novel level-of-detail (LOD) method for 3D Gaussian Splatting that enables real-time rendering of large-scale scenes on memory-constrained devices. Our approach introduces a hierarchical LOD representation that…

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

Neural signed distance functions (SDFs) are emerging as an effective representation for 3D shapes. State-of-the-art methods typically encode the SDF with a large, fixed-size neural network to approximate complex shapes with implicit…

计算机视觉与模式识别 · 计算机科学 2021-01-27 Towaki Takikawa , Joey Litalien , Kangxue Yin , Karsten Kreis , Charles Loop , Derek Nowrouzezahrai , Alec Jacobson , Morgan McGuire , Sanja Fidler

While haircut indicates distinct personality, existing avatar generation methods fail to model practical hair due to the data limitation or entangled representation. We propose StrandHead, a novel text-driven method capable of generating 3D…

计算机视觉与模式识别 · 计算机科学 2026-02-17 Xiaokun Sun , Zeyu Cai , Ying Tai , Jian Yang , Zhenyu Zhang

Recently, several approaches have emerged for generating neural representations with multiple levels of detail (LODs). LODs can improve the rendering by using lower resolutions and smaller model sizes when appropriate. However, existing…

计算机视觉与模式识别 · 计算机科学 2023-09-22 David Li , Brandon Y. Feng , Amitabh Varshney

Hair is a rich medium of visual and cultural expression, yet its digital modeling remains challenging due to the duality of fluidity and structure. Many existing generative approaches rely primarily on continuous diffusion fields, which…

图形学 · 计算机科学 2026-05-12 Haimin Luo , Min Ouyang , Lan Xu , Jingyi Yu

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
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