Gaussians-to-Life: Text-Driven Animation of 3D Gaussian Splatting Scenes
On the map: Diffusion models → 3D, point cloud and scene generation
Abstract (arXiv)
State-of-the-art novel view synthesis methods achieve impressive results for multi-view captures of static 3D scenes. However, the reconstructed scenes still lack "liveliness," a key component for creating engaging 3D experiences. Recently, novel video diffusion models generate realistic videos with complex motion and enable animations of 2D images, however they cannot naively be used to animate 3D scenes as they lack multi-view consistency. To breathe life into the static world, we propose Gaussians2Life, a method for animating parts of high-quality 3D scenes in a Gaussian Splatting representation. Our key idea is to leverage powerful video diffusion models as the generative component of our model and to combine these with a robust technique to lift 2D videos into meaningful 3D motion. We find that, in contrast to prior work, this enables realistic animations of complex, pre-existing 3D scenes and further enables the animation of a large variety of object classes, while related work is mostly focused on prior-based character animation, or single 3D objects. Our model enables the creation of consistent, immersive 3D experiences for arbitrary scenes.
Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). Placed in 3D, point cloud and scene generation, one of 14 directions in Diffusion models. Builds on 55 of its 65 references that are in the map. First posted on arXiv 28 Nov 2024.
Builds on
55 of 65 references.
Closest ancestors · 11
Same direction, newest first
- 2024SV4D: Dynamic 3D Content Generation with Multi-Frame and Multi-View Consistency24 Jul
- 2024Animate3D: Animating Any 3D Model with Multi-view Video Diffusion16 Jul
- 20244Real: Towards Photorealistic 4D Scene Generation via Video Diffusion Models11 Jun
- 2023Align Your Gaussians: Text-to-4D with Dynamic 3D Gaussians and Composed Diffusion Models21 Dec
- 2023ReconFusion: 3D Reconstruction with Diffusion Priors5 Dec
- 2023Text-to-3D with Classifier Score Distillation30 Oct
- 2023MVDream: Multi-view Diffusion for 3D Generation31 Aug
- 2023ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation with Variational Score Distillation25 May
- 2023Zero-1-to-3: Zero-shot One Image to 3D Object20 Mar
- 2022Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D Generation1 Dec
- 2022DreamFusion: Text-to-3D using 2D Diffusion29 Sep
Other references · 44
- 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,456
- 2020Denoising Diffusion Probabilistic Modelscited by 20,851
- 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,694
- 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,141
- 2022Instant Neural Graphics Primitives with a Multiresolution Hash Encodingcited by 3,698
- 2022InstructPix2Pix: Learning to Follow Image Editing Instructionscited by 2,591
- 2023Stable Video Diffusion: Scaling Latent Video Diffusion Models to Large Datasetscited by 2,526
- 2020RAFT: Recurrent All-Pairs Field Transforms for Optical Flowcited by 2,385
- 2020Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domainscited by 2,170
- 2021Mip-NeRF 360: Unbounded Anti-Aliased Neural Radiance Fieldscited by 2,013
- 2022Imagen Video: High Definition Video Generation with Diffusion Modelscited by 1,765
- 2022Make-A-Video: Text-to-Video Generation without Text-Video Datacited by 1,725
32 more
- 2023Align your Latents: High-Resolution Video Synthesis with Latent Diffusion Modelscited by 1,465
- 20234D Gaussian Splatting for Real-Time Dynamic Scene Renderingcited by 1,144
- 2023Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstructioncited by 753
- 2023Dynamic 3D Gaussians: Tracking by Persistent Dynamic View Synthesiscited by 731
- 2024LGM: Large Multi-View Gaussian Model for High-Resolution 3D Content Creationcited by 730
- 2023ModelScope Text-to-Video Technical Reportcited by 651
- 2023CoTracker: It is Better to Track Togethercited by 516
- 2023Instruct-NeRF2NeRF: Editing 3D Scenes with Instructionscited by 482
- 2023DynamiCrafter: Animating Open-domain Images with Video Diffusion Priorscited by 463
- 2023VideoComposer: Compositional Video Synthesis with Motion Controllabilitycited by 461
- 2023LangSplat: 3D Language Gaussian Splattingcited by 410
- 2024UniDepth: Universal Monocular Metric Depth Estimationcited by 375
- 2023PhysGaussian: Physics-Integrated 3D Gaussians for Generative Dynamicscited by 368
- 2023SC-GS: Sparse-Controlled Gaussian Splatting for Editable Dynamic Scenescited by 339
- 2022SparseFusion: Distilling View-conditioned Diffusion for 3D Reconstructioncited by 216
- 2023Gaussian-Flow: 4D Reconstruction with Dynamic 3D Gaussian Particlecited by 210
- 2023Text-To-4D Dynamic Scene Generationcited by 204
- 2023DreamGaussian4D: Generative 4D Gaussian Splattingcited by 191
- 2024PhysDreamer: Physics-Based Interaction with 3D Objects via Video Generationcited by 185
- 20234D-fy: Text-to-4D Generation Using Hybrid Score Distillation Samplingcited by 184
- 2024MoSca: Dynamic Gaussian Fusion from Casual Videos via 4D Motion Scaffoldscited by 177
- 2024SplattingAvatar: Realistic Real-Time Human Avatars with Mesh-Embedded Gaussian Splattingcited by 171
- 2024VD3D: Taming Large Video Diffusion Transformers for 3D Camera Controlcited by 156
- 2024L4GM: Large 4D Gaussian Reconstruction Modelcited by 143
- 2024Collaborative Video Diffusion: Consistent Multi-video Generation with Camera Controlcited by 117
- 2024RadSplat: Radiance Field-Informed Gaussian Splatting for Robust Real-Time Rendering with 900+ FPScited by 110
- 2023ASH: Animatable Gaussian Splats for Efficient and Photoreal Human Renderingcited by 104
- 2024GaussianFlow: Splatting Gaussian Dynamics for 4D Content Creationcited by 99
- 2024Dynamic Gaussian Marbles for Novel View Synthesis of Casual Monocular Videoscited by 96
- 2023Gaussian Shell Maps for Efficient 3D Human Generationcited by 61
- 2023Neural Parametric Gaussians for Monocular Non-Rigid Object Reconstructioncited by 60
- 2023Deformable 3D Gaussian Splatting for Animatable Human Avatarscited by 44
Built on by
Citing papers per year: 2025: 6; 2026: 2.
8 papers.
- 2025Generative Physical AI in Vision: A Surveycited by 24
- 2025Let it Snow! Animating 3D Gaussian Scenes with Dynamic Weather Effects via Physics-Guided Score Distillationcited by 6
- 2025Animus3D: Text-driven 3D Animation via Motion Score Distillationcited by 5
- 2025PromptVFX: Text-Driven Fields for Open-World 3D Gaussian Animationcited by 4
- 2025ViDAR: Video Diffusion-Aware 4D Reconstruction From Monocular Inputscited by 4
- 2025PhysTalk: Language-driven Real-time Physics in 3D Gaussian Scenescited by 2
- 2026AniGS: Bridging Rendering and Diffusion Prior for 3D Scene Animationcited by 1
- 2026Benchmarking Single-Step Inpainting Methods for Multi-Object 3D Gaussian Splatting Scenescited by 0
- 2026AniGS: Bridging Rendering and Diffusion Prior for 3D Scene Animation20 Jul 2026
- 2026Benchmarking Single-Step Inpainting Methods for Multi-Object 3D Gaussian Splatting Scenes29 May 2026
- 2025PhysTalk: Language-driven Real-time Physics in 3D Gaussian Scenes31 Dec 2025
- 2025Animus3D: Text-driven 3D Animation via Motion Score Distillation14 Dec 2025
- 2025ViDAR: Video Diffusion-Aware 4D Reconstruction From Monocular Inputs23 Jun 2025
- 2025PromptVFX: Text-Driven Fields for Open-World 3D Gaussian Animation1 Jun 2025
- 2025Let it Snow! Animating 3D Gaussian Scenes with Dynamic Weather Effects via Physics-Guided Score Distillation7 Apr 2025
- 2025Generative Physical AI in Vision: A Survey19 Jan 2025
Similar, not cited
Close in wording, no citation either way
- 2025Generative Gaussian Splatting: Generating 3D Scenes with Video Diffusion Priors
- 2025GaussVideoDreamer: 3D Scene Generation with Video Diffusion and Inconsistency-Aware Gaussian Splatting
- 2025Gaussian Variation Field Diffusion for High-fidelity Video-to-4D Synthesis
- 2024BAGS: Building Animatable Gaussian Splatting from a Monocular Video with Diffusion Priors
- 2024GSD: View-Guided Gaussian Splatting Diffusion for 3D Reconstruction
- 2024Generative Object Insertion in Gaussian Splatting with a Multi-View Diffusion Model
- 2024Enhancing Single Image to 3D Generation using Gaussian Splatting and Hybrid Diffusion Priors
- 2026GIFSplat: Generative Prior-Guided Iterative Feed-Forward 3D Gaussian Splatting from Sparse Views