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做了一份3DGS的学习路线图,面向初学者
自动驾驶之心· 2025-11-22 02:01
Core Insights - The article discusses the rising importance of 3DGS (3D Geometry Synthesis) technology in various fields, particularly in autonomous driving, healthcare, virtual reality, and gaming [2][4] - A comprehensive learning roadmap for 3DGS has been developed to address the industry's need for effective training in scene reconstruction and world modeling [4][6] Course Overview - The course titled "3DGS Theory and Algorithm Practical Tutorial" aims to provide a detailed understanding of 3DGS algorithms, covering both theoretical foundations and practical applications [6][10] - The course is designed in six chapters, starting from basic knowledge to advanced research directions in 3DGS [10][11] Chapter Summaries - **Chapter 1: Background Knowledge** Introduces foundational concepts in computer graphics, including implicit and explicit representations of 3D space, rendering pipelines, and tools like SuperSplat and COLMAP [10][11] - **Chapter 2: Principles and Algorithms** Focuses on the core principles of 3DGS, including dynamic and surface reconstruction, and introduces the 3DGRUT framework for practical learning [11][12] - **Chapter 3: 3DGS in Autonomous Driving** Highlights key works in the field, such as Street Gaussian and OmniRe, and utilizes DriveStudio for practical applications [12][13] - **Chapter 4: Important Research Directions** Discusses significant research areas like COLMAP extensions and depth estimation, emphasizing their relevance to both industry and academia [13][14] - **Chapter 5: Feed-Forward 3DGS** Explores the development and principles of feed-forward 3DGS, including recent algorithms like AnySplat and WorldSplat [14][15] - **Chapter 6: Q&A Discussion** Provides a platform for participants to discuss industry pain points and job demands related to 3DGS [15] Target Audience and Learning Outcomes - The course is aimed at individuals with a background in computer graphics, visual reconstruction, and programming, particularly those interested in pursuing careers in the 3DGS field [19][17] - Participants will gain comprehensive knowledge of 3DGS theory, algorithm development frameworks, and opportunities for networking with industry professionals [19][17]