📂 Avatars 👁 1.4k views 🕐 May 22, 2026

4D Gaussian Splatting

4D Gaussian Splatting is a holistic representation for dynamic scenes, allowing for.

4D Gaussian Splatting is a holistic representation for dynamic scenes, allowing for real-time rendering at high resolutions. It is designed for professionals working with dynamic scenes, such as those in the film or video game industry.
The 4D Gaussian Splatting method involves a novel explicit representation containing both 3D Gaussians and 4D neural voxels. A decomposed neural voxel encoding algorithm is used to efficiently build Gaussian features from 4D neural voxels, and a lightweight MLP is applied to predict Gaussian deformations at novel timestamps.
Professionals working with dynamic scenes, such as filmmakers or video game developers, can benefit from 4D Gaussian Splatting. It allows for real-time rendering at high resolutions, making it ideal for applications where speed and quality are crucial.

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Features
Merging Different 4D Gaussians
allows for the combination of multiple Gaussians to create complex scenes
Decomposed Neural Voxel Encoding
efficiently builds Gaussian features from 4D neural voxels
Lightweight MLP
predicts Gaussian deformations at novel timestamps
Gaussian Deformation Decoder
decodes features to get the deformed Gaussians at each timestamp
Verdict
Best forTeams doing Avatars work who need consistent output without a steep learning curve.
Skip ifYou only need this once or twice; the subscription cost won't pay off for occasional use.
Achieves real-time rendering at high resolutions, up to 82 FPS on an RTX 3090 GPU
Allows for efficient building of Gaussian features from 4D neural voxels
Can solve the matting problem, making it ideal for applications where this is a challenge
Requires a high-end GPU, such as an RTX 3090, to achieve real-time rendering at high resolutions
May not be suitable for applications where the scene is largely static, as the benefits of 4D Gaussian Splatting may not be fully realized
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Frequently Asked Questions
4D Gaussian Splatting is a holistic representation for dynamic scenes, allowing for real-time rendering at high resolutions. It involves a novel explicit representation containing both 3D Gaussians and 4D neural voxels.
The benefits of using 4D Gaussian Splatting include real-time rendering at high resolutions, efficient building of Gaussian features from 4D neural voxels, and the ability to solve the matting problem.
4D Gaussian Splatting can be used for a variety of applications, including film production, video game development, and scientific visualization.
A high-end GPU, such as an RTX 3090, is required to achieve real-time rendering at high resolutions with 4D Gaussian Splatting.
4D Gaussian Splatting achieves real-time rendering at high resolutions, making it a competitive method for applications where speed and quality are crucial. However, the specific comparison to other methods depends on the application and requirements.
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4D Gaussian Splatting
4D Gaussian Splatting
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