MVLight: Relightable Text-to-3D Generation via Light-conditioned Multi-View Diffusion
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Abstract (arXiv)
Recent advancements in text-to-3D generation, building on the success of high-performance text-to-image generative models, have made it possible to create imaginative and richly textured 3D objects from textual descriptions. However, a key challenge remains in effectively decoupling light-independent and lighting-dependent components to enhance the quality of generated 3D models and their relighting performance. In this paper, we present MVLight, a novel light-conditioned multi-view diffusion model that explicitly integrates lighting conditions directly into the generation process. This enables the model to synthesize high-quality images that faithfully reflect the specified lighting environment across multiple camera views. By leveraging this capability to Score Distillation Sampling (SDS), we can effectively synthesize 3D models with improved geometric precision and relighting capabilities. We validate the effectiveness of MVLight through extensive experiments and a user study.
Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 23 of its 31 references that are in the map. First posted on arXiv 18 Nov 2024.
Builds on
23 of 31 references.
References · 23
- 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
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- 20233D Gaussian Splatting for Real-Time Radiance Field Renderingcited by 6,226
- 2022LAION-5B: An open large-scale dataset for training next generation image-text modelscited by 4,152
- 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,025
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- 2023Wonder3D: Single Image to 3D using Cross-Domain Diffusioncited by 689
- 2023Fantasia3D: Disentangling Geometry and Appearance for High-quality Text-to-3D Content Creationcited by 687
11 more
- 2022Score Jacobian Chaining: Lifting Pretrained 2D Diffusion Models for 3D Generationcited by 597
- 2021Deep Marching Tetrahedra: a Hybrid Representation for High-Resolution 3D Shape Synthesiscited by 460
- 2023Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Priorcited by 343
- 2023LucidDreamer: Towards High-Fidelity Text-to-3D Generation via Interval Score Matchingcited by 290
- 2023GaussianDreamer: Fast Generation from Text to 3D Gaussians by Bridging 2D and 3D Diffusion Modelscited by 255
- 2023RichDreamer: A Generalizable Normal-Depth Diffusion Model for Detail Richness in Text-to-3Dcited by 168
- 2024Neural Gaffer: Relighting Any Object via Diffusioncited by 91
- 2023UniDream: Unifying Diffusion Priors for Relightable Text-to-3D Generationcited by 47
- 2023MATLABER: Material-Aware Text-to-3D via LAtent BRDF auto-EncodeRcited by 30
- 2024IllumiNeRF: 3D Relighting Without Inverse Renderingcited by 29
- 2024PlacidDreamer: Advancing Harmony in Text-to-3D Generationcited by 6
Built on by
Citing papers per year: 2025: 2.
2 papers.
- 2025NeAR: Coupled Neural Asset-Renderer Stackcited by 5
- 2025Large Material Gaussian Model for Relightable 3D Generationcited by 2
- 2025NeAR: Coupled Neural Asset-Renderer Stack23 Nov 2025
- 2025Large Material Gaussian Model for Relightable 3D Generation26 Sep 2025
Similar, not cited
Close in wording, no citation either way
- 2025RelightMaster: Precise Video Relighting with Multi-plane Light Images
- 2024BoostDream: Efficient Refining for High-Quality Text-to-3D Generation from Multi-View Diffusion
- 2023Text2NeRF: Text-Driven 3D Scene Generation with Neural Radiance Fields
- 2023IT3D: Improved Text-to-3D Generation with Explicit View Synthesis
- 2025Training-Free Multi-View Extension of IC-Light for Textual Position-Aware Scene Relighting
- 2024ViewDiff: 3D-Consistent Image Generation with Text-to-Image Models
- 2025LightSwitch: Multi-view Relighting with Material-guided Diffusion
- 2023ShowRoom3D: Text to High-Quality 3D Room Generation Using 3D Priors