BrushGaussian: Brushstroke-Based Stylization for 3D Gaussian Splatting
We present a method for enhancing 3D Gaussian Splatting primitives with brushstroke-aware stylization. Previous approaches to 3D style transfer are typically limited to color or texture modifications, lacking an understanding of artistic shape deformation. In contrast, we focus on individual 3D Gaus...
Saved in:
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
MDPI AG
2025-06-01
|
| Series: | Applied Sciences |
| Subjects: | |
| Online Access: | https://www.mdpi.com/2076-3417/15/12/6881 |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1850156300530352128 |
|---|---|
| author | Zhi-Zheng Xiang Chun Xie Itaru Kitahara |
| author_facet | Zhi-Zheng Xiang Chun Xie Itaru Kitahara |
| author_sort | Zhi-Zheng Xiang |
| collection | DOAJ |
| description | We present a method for enhancing 3D Gaussian Splatting primitives with brushstroke-aware stylization. Previous approaches to 3D style transfer are typically limited to color or texture modifications, lacking an understanding of artistic shape deformation. In contrast, we focus on individual 3D Gaussian primitives, exploring their potential to enable style transfer that incorporates both color- and brushstroke-inspired local geometric stylization. Specifically, we introduce additional texture features for each Gaussian primitive and apply a texture mapping technique to achieve brushstroke-like geometric effects in a rendered scene. Furthermore, we propose an unsupervised clustering algorithm to efficiently prune redundant Gaussians, ensuring that our method seamlessly integrates with existing 3D Gaussian Splatting pipelines. Extensive evaluations demonstrate that our approach outperforms existing baselines by producing brushstroke-aware artistic renderings with richer geometric expressiveness and enhanced visual appeal. |
| format | Article |
| id | doaj-art-cf4810aca61c418ebeeec1b4c63c95ed |
| institution | OA Journals |
| issn | 2076-3417 |
| language | English |
| publishDate | 2025-06-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Applied Sciences |
| spelling | doaj-art-cf4810aca61c418ebeeec1b4c63c95ed2025-08-20T02:24:35ZengMDPI AGApplied Sciences2076-34172025-06-011512688110.3390/app15126881BrushGaussian: Brushstroke-Based Stylization for 3D Gaussian SplattingZhi-Zheng Xiang0Chun Xie1Itaru Kitahara2Doctoral Program in Empowerment Informatics, University of Tsukuba, Tennodai 1-1-1, Tsukuba 305-8577, Ibaraki, JapanCenter for Computational Sciences, University of Tsukuba, Tennodai 1-1-1, Tsukuba 305-8577, Ibaraki, JapanCenter for Computational Sciences, University of Tsukuba, Tennodai 1-1-1, Tsukuba 305-8577, Ibaraki, JapanWe present a method for enhancing 3D Gaussian Splatting primitives with brushstroke-aware stylization. Previous approaches to 3D style transfer are typically limited to color or texture modifications, lacking an understanding of artistic shape deformation. In contrast, we focus on individual 3D Gaussian primitives, exploring their potential to enable style transfer that incorporates both color- and brushstroke-inspired local geometric stylization. Specifically, we introduce additional texture features for each Gaussian primitive and apply a texture mapping technique to achieve brushstroke-like geometric effects in a rendered scene. Furthermore, we propose an unsupervised clustering algorithm to efficiently prune redundant Gaussians, ensuring that our method seamlessly integrates with existing 3D Gaussian Splatting pipelines. Extensive evaluations demonstrate that our approach outperforms existing baselines by producing brushstroke-aware artistic renderings with richer geometric expressiveness and enhanced visual appeal.https://www.mdpi.com/2076-3417/15/12/6881three-dimensional Gaussian splattingnovel view synthesisstyle transferstroke-based renderingtexture mapping |
| spellingShingle | Zhi-Zheng Xiang Chun Xie Itaru Kitahara BrushGaussian: Brushstroke-Based Stylization for 3D Gaussian Splatting Applied Sciences three-dimensional Gaussian splatting novel view synthesis style transfer stroke-based rendering texture mapping |
| title | BrushGaussian: Brushstroke-Based Stylization for 3D Gaussian Splatting |
| title_full | BrushGaussian: Brushstroke-Based Stylization for 3D Gaussian Splatting |
| title_fullStr | BrushGaussian: Brushstroke-Based Stylization for 3D Gaussian Splatting |
| title_full_unstemmed | BrushGaussian: Brushstroke-Based Stylization for 3D Gaussian Splatting |
| title_short | BrushGaussian: Brushstroke-Based Stylization for 3D Gaussian Splatting |
| title_sort | brushgaussian brushstroke based stylization for 3d gaussian splatting |
| topic | three-dimensional Gaussian splatting novel view synthesis style transfer stroke-based rendering texture mapping |
| url | https://www.mdpi.com/2076-3417/15/12/6881 |
| work_keys_str_mv | AT zhizhengxiang brushgaussianbrushstrokebasedstylizationfor3dgaussiansplatting AT chunxie brushgaussianbrushstrokebasedstylizationfor3dgaussiansplatting AT itarukitahara brushgaussianbrushstrokebasedstylizationfor3dgaussiansplatting |