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Paper InformationTitle : Mip-Splatting: Alias-free 3D Gaussian SplattingJournal : CVPR 2024Author : Yu, Zehao, et al. https://niujinshuchong.github.io/mip-splatting/ Mip-SplattingRecently, 3D Gaussian Splatting (3DGS) has demonstrated impressive novel view synthesis results, reaching high fidelity and efficiency. However, strong artifacts can be observed when changing the sampling rate, e.g., by..


Paper InformationTitle : LangSplat: 3D Language Gaussian SplattingJournal : CVPR 2024Author : Qin, Minghan, et al. https://langsplat.github.io/ LangSplat: 3D Language Gaussian SplattingHuman lives in a 3D world and commonly uses natural language to interact with a 3D scene. Modeling a 3D language field to support open-ended language queries in 3D has gained increasing attention recently. This p..


Paper InformationTitle : Feature 3DGS: Supercharging 3D Gaussian Splatting to Enable Distilled Feature FieldsJournal : CVPR 2024Author : Zhou, Shijie, et al https://feature-3dgs.github.io/ Feature 3DGS: Supercharging 3D Gaussian Splatting to Enable Distilled Feature Fields3D scene representations have gained immense popularity in recent years. Methods that use Neural Radiance fields are versatil..


Paper InformationTitle : Scaffold-GS : Structured 3D Gaussians for View-Adaptive RenderingJournal : CVPR 2024Author : Lu, Tao, et al. https://city-super.github.io/scaffold-gs/ Scaffold-GS: Structured 3D Gaussians for View-Adaptive RenderingFramework. (a) We start by forming a sparse voxel grid from SfM-derived points. An anchor associated with a learnable scale is placed at the center of each v..


Paper InformationTitle : 4D Gaussian Splatting for Real-Time Dynamic Scene RenderingJournal : CVPR 2024Author : WU, Guanjun, et al. https://guanjunwu.github.io/4dgs/ 4D Gaussian Splatting for Real-Time Dynamic Scene RenderingRepresenting and rendering dynamic scenes has been an important but challenging task. Especially, to accurately model complex motions, high efficiency is usually hard to gua..


Paper InformationTitle : SplaTAM: Splat, Track & Map 3D Gaussians for Dense RGB-D SLAMJournal : CVPR 2024Date : Apr, 2024 (v3)Author : Nikhil Keetha et al. https://openaccess.thecvf.com/content/CVPR2024/html/Keetha_SplaTAM_Splat_Track__Map_3D_Gaussians_for_Dense_RGB-D_CVPR_2024_paper.html CVPR 2024 Open Access RepositorySplaTAM: Splat Track & Map 3D Gaussians for Dense RGB-D SLAM Nikhil Keetha,..


title : A Survey on 3D Guassian Splattingjournal : IEEE Transaction on patern analysis and machine intelligencedate : 22 Feb, 2025Author : Guikun Chen et al.https://arxiv.org/abs/2401.03890 A Survey on 3D Gaussian Splatting3D Gaussian splatting (GS) has emerged as a transformative technique in explicit radiance field and computer graphics. This innovative approach, characterized by the use of mi..


Paper InformationECCV 2020 oraltitle : Nerf : Representing Scenes as Neural Radiance Fields for View Synthesisjournal : Communications of the ACMAuthor : Ben Fildenhall, Pratul P. Srinivasan, Matthew tancik et al.https://www.matthewtancik.com/nerf NeRF: Neural Radiance FieldsA method for synthesizing novel views of complex scenes by optimizing an underlying continuous volumetric scene function u..


Paper InformationSIGGRAPH 2023title : 3D Gaussian Splatting for Real-Time Radiance Field Rendering journal : ACM Transactions on Graphicsauthor : Kerbl, Bernhard and Kopanas, Georgios and Leimkhler, Thomas and Drettakis, Georgehttps://repo-sam.inria.fr/fungraph/3d-gaussian-splatting/ 3D Gaussian Splatting for Real-Time Radiance Field Rendering[Müller 2022] Müller, T., Evans, A., Schied, C. and K..


Contents1D gaussian (1편 - 아래 링크 참조) gaussian function gaussian integralN-Dim gaussian 2D gaussian3D gaussian 2025.02.07 - [Computer Science/AI] - [3DGS] Gaussian function - 1D gaussian [3DGS] Gaussian function - 1D gaussian최근 화제가 되고 있는 Gaussian Splatting에 대해 공부하면서 Gaussian에 대한 수학적인 이해가 부족하다는 것을 느꼈다. 본격적으로 관련 분야를 공부하고 싶기 때문에 수식적으로 꼼꼼하게 공부하고mobuk.tistory.com N-Dimention gaussian n차원의 가우시안은 아래와 같이..