Text to 3D

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

5 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 102 papers with code (314 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Text-to-Image Rectified Flow as Plug-and-Play Priors
  5 Jun 2024 4 repositories listed Syntology ran 6 of 10 samples · 4 unverified · 5 pointer-only (licence)
  Besides the generative capabilities of diffusion priors, motivated by the unique time-symmetry properties of rectified flow models, a variant of our method can additionally perform image inversion.
• DreamFusion: Text-to-3D using 2D Diffusion
  29 Sep 2022 4 repositories listed Syntology ran 10 of 11 samples · 1 unverified
  Using this loss in a DeepDream-like procedure, we optimize a randomly-initialized 3D model (a Neural Radiance Field, or NeRF) via gradient descent such that its 2D renderings from random angles achieve a low loss.
• Cephalo: Multi-Modal Vision-Language Models for Bio-Inspired Materials Analysis and Design
  29 May 2024 3 repositories listed
  We present Cephalo, a series of multimodal vision large language models (V-LLMs) designed for materials science applications, integrating visual and linguistic data for enhanced understanding.
• Fantasia3D: Disentangling Geometry and Appearance for High-quality Text-to-3D Content Creation
  24 Mar 2023 3 repositories listed Syntology ran 7 of 18 samples · 11 unverified
  Key to Fantasia3D is the disentangled modeling and learning of geometry and appearance.
• MARVEL-40M+: Multi-Level Visual Elaboration for High-Fidelity Text-to-3D Content Creation
  26 Nov 2024 2 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  Generating high-fidelity 3D content from text prompts remains a significant challenge in computer vision due to the limited size, diversity, and annotation depth of the existing datasets.
• View Selection for 3D Captioning via Diffusion Ranking
  11 Apr 2024 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Scalable annotation approaches are crucial for constructing extensive 3D-text datasets, facilitating a broader range of applications.
• Controllable Text-to-3D Generation via Surface-Aligned Gaussian Splatting
  15 Mar 2024 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified
  Building upon our MVControl architecture, we employ a unique hybrid diffusion guidance method to direct the optimization process.
• GeoDream: Disentangling 2D and Geometric Priors for High-Fidelity and Consistent 3D Generation
  29 Nov 2023 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  We justify that the refined 3D geometric priors aid in the 3D-aware capability of 2D diffusion priors, which in turn provides superior guidance for the refinement of 3D geometric priors.
• SyncDreamer: Generating Multiview-consistent Images from a Single-view Image
  7 Sep 2023 2 repositories listed Syntology ran 8 of 11 samples · 3 unverified
  In this paper, we present a novel diffusion model called that generates multiview-consistent images from a single-view image.
• ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation with Variational Score Distillation
  25 May 2023 2 repositories listed Syntology ran 2 of 5 samples · 3 unverified · 3 pointer-only (licence)
  In comparison, VSD works well with various CFG weights as ancestral sampling from diffusion models and simultaneously improves the diversity and sample quality with a common CFG weight (i.
• Make-It-3D: High-Fidelity 3D Creation from A Single Image with Diffusion Prior
  24 Mar 2023 2 repositories listed
  In this work, we investigate the problem of creating high-fidelity 3D content from only a single image.
• Latent-NeRF for Shape-Guided Generation of 3D Shapes and Textures
  14 Nov 2022 2 repositories listed Syntology ran 2 of 4 samples · 2 unverified
  This unique combination of text and shape guidance allows for increased control over the generation process.
• Generating Physically Stable and Buildable LEGO Designs from Text
  8 May 2025 1 repository listed
  Our experiments show that LegoGPT produces stable, diverse, and aesthetically pleasing LEGO designs that align closely with the input text prompts.
• Apply Hierarchical-Chain-of-Generation to Complex Attributes Text-to-3D Generation
  7 May 2025 1 repository listed Syntology ran 2 of 3 samples · 1 unverified
  Recent text-to-3D models can render high-quality assets, yet they still stumble on objects with complex attributes.
• SORT3D: Spatial Object-centric Reasoning Toolbox for Zero-Shot 3D Grounding Using Large Language Models
  25 Apr 2025 1 repository listed
  We also implement the pipeline to run real-time on an autonomous vehicle and demonstrate that our approach can be used for object-goal navigation on previously unseen real-world environments.
• DiMeR: Disentangled Mesh Reconstruction Model
  24 Apr 2025 1 repository listed
  As for texture branch, we use RGB images as input to obtain the textured mesh.
• Text-based Animatable 3D Avatars with Morphable Model Alignment
  22 Apr 2025 1 repository listed Syntology ran 4 of 12 samples · 8 unverified
  We discovered that these limitations stem from ambiguities in the 2D diffusion predictions during 3D avatar distillation, specifically: i) the avatar's appearance and geometry is underconstrained by the text input, and…
• ConsDreamer: Advancing Multi-View Consistency for Zero-Shot Text-to-3D Generation
  3 Apr 2025 1 repository listed
  Recent advances in zero-shot text-to-3D generation have revolutionized 3D content creation by enabling direct synthesis from textual descriptions.
• Progressive Rendering Distillation: Adapting Stable Diffusion for Instant Text-to-Mesh Generation without 3D Data
  27 Mar 2025 1 repository listed
  Aiming at overcoming the data shortage, we propose a novel training scheme, termed as Progressive Rendering Distillation (PRD), eliminating the need for 3D ground-truths by distilling multi-view diffusion models and…
• RewardSDS: Aligning Score Distillation via Reward-Weighted Sampling
  12 Mar 2025 1 repository listed Syntology ran 0 of 9 samples · 9 unverified
  To overcome this, we introduce RewardSDS, a novel approach that weights noise samples based on alignment scores from a reward model, producing a weighted SDS loss.
• Kiss3DGen: Repurposing Image Diffusion Models for 3D Asset Generation
  3 Mar 2025 1 repository listed
  The normal maps are then used to reconstruct a 3D mesh, and the multi-view images provide texture mapping, resulting in a complete 3D model.
• Multi-Dimensional Quality Assessment for Text-to-3D Assets: Dataset and Model
  24 Feb 2025 1 repository listed
  This database encompasses 969 validated 3D assets generated from 170 prompts via 6 popular text-to-3D asset generation models, and corresponding subjective quality ratings for these assets from the perspectives of…
• StrandHead: Text to Strand-Disentangled 3D Head Avatars Using Hair Geometric Priors
  16 Dec 2024 1 repository listed
  We propose StrandHead, a novel text to 3D head avatar generation method capable of generating disentangled 3D hair with strand representation.
• BlenderLLM: Training Large Language Models for Computer-Aided Design with Self-improvement
  16 Dec 2024 1 repository listed
  In this paper, we present BlenderLLM, a novel framework for training LLMs specifically for CAD tasks leveraging a self-improvement methodology.
• Generate Any Scene: Evaluating and Improving Text-to-Vision Generation with Scene Graph Programming
  11 Dec 2024 1 repository listed Syntology ran 5 of 6 samples · 1 unverified
  We introduce Generate Any Scene, a framework that systematically enumerates scene graphs representing a vast array of visual scenes, spanning realistic to imaginative compositions.
• Tactile DreamFusion: Exploiting Tactile Sensing for 3D Generation
  9 Dec 2024 1 repository listed Syntology ran 1 of 18 samples · 17 unverified
  We design a lightweight 3D texture field to synthesize visual and tactile textures, guided by 2D diffusion model priors on both visual and tactile domains.
• Towards Rich Emotions in 3D Avatars: A Text-to-3D Avatar Generation Benchmark
  3 Dec 2024 1 repository listed
  T3DEM is the most crucial step in determining the quality of Emo3D generation and encompasses three key challenges: Expression Diversity, Emotion-Content Consistency, and Expression Fluidity.
• 3D-Adapter: Geometry-Consistent Multi-View Diffusion for High-Quality 3D Generation
  24 Oct 2024 1 repository listed Syntology ran 0 of 7 samples · 7 unverified
  Multi-view image diffusion models have significantly advanced open-domain 3D object generation.
• SceneCraft: Layout-Guided 3D Scene Generation
  11 Oct 2024 1 repository listed Syntology ran 7 of 8 samples · 1 unverified
  The creation of complex 3D scenes tailored to user specifications has been a tedious and challenging task with traditional 3D modeling tools.
• DreamWaltz-G: Expressive 3D Gaussian Avatars from Skeleton-Guided 2D Diffusion
  25 Sep 2024 1 repository listed
  The core of this framework lies in Skeleton-guided Score Distillation and Hybrid 3D Gaussian Avatar representation.

Syntology lines on 17 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.