3D Generation

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

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 144 papers with code (430 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.

• Point-Bind & Point-LLM: Aligning Point Cloud with Multi-modality for 3D Understanding, Generation, and Instruction Following
  1 Sep 2023 5 repositories listed Syntology ran 13 of 20 samples · 7 unverified · 7 pointer-only (licence)
  We introduce Point-Bind, a 3D multi-modality model aligning point clouds with 2D image, language, audio, and video.
• 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.
• MVDream: Multi-view Diffusion for 3D Generation
  31 Aug 2023 4 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  We introduce MVDream, a diffusion model that is able to generate consistent multi-view images from a given text prompt.
• CraftsMan3D: High-fidelity Mesh Generation with 3D Native Generation and Interactive Geometry Refiner
  23 May 2024 3 repositories listed Syntology ran 4 of 6 samples · 2 unverified · 6 pointer-only (licence)
  We present a novel generative 3D modeling system, coined CraftsMan, which can generate high-fidelity 3D geometries with highly varied shapes, regular mesh topologies, and detailed surfaces, and, notably, allows for…
• TripoSG: High-Fidelity 3D Shape Synthesis using Large-Scale Rectified Flow Models
  10 Feb 2025 2 repositories listed Syntology ran 1 of 6 samples · 5 unverified
  Specifically, we propose: 1) A large-scale rectified flow transformer for 3D shape generation, achieving state-of-the-art fidelity through training on extensive, high-quality data.
• Structured 3D Latents for Scalable and Versatile 3D Generation
  2 Dec 2024 2 repositories listed Syntology ran 4 of 10 samples · 6 unverified
  We introduce a novel 3D generation method for versatile and high-quality 3D asset creation.
• SAMPart3D: Segment Any Part in 3D Objects
  11 Nov 2024 2 repositories listed Syntology ran 0 of 10 samples · 10 unverified
  For flexibility, we distill scale-conditioned part-aware 3D features for 3D part segmentation at multiple granularities.
• MVGamba: Unify 3D Content Generation as State Space Sequence Modeling
  10 Jun 2024 2 repositories listed Syntology ran 7 of 7 samples · 0 unverified · 7 pointer-only (licence)
  Recent 3D large reconstruction models (LRMs) can generate high-quality 3D content in sub-seconds by integrating multi-view diffusion models with scalable multi-view reconstructors.
• Gamba: Marry Gaussian Splatting with Mamba for single view 3D reconstruction
  27 Mar 2024 2 repositories listed
  We tackle the challenge of efficiently reconstructing a 3D asset from a single image at millisecond speed.
• 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.
• Image is All You Need to Empower Large-scale Diffusion Models for In-Domain Generation
  13 Dec 2023 2 repositories listed
  We decouple domain-related guidance from the conditional guidance used in classifier-free guidance mechanisms to preserve open-world control guidance and unconditional guidance from the pre-trained model.
• 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.
• VPP: Efficient Conditional 3D Generation via Voxel-Point Progressive Representation
  28 Jul 2023 2 repositories listed Syntology ran 4 of 7 samples · 3 unverified
  VPP leverages structured voxel representation in the proposed Voxel Semantic Generator and the sparsity of unstructured point representation in the Point Upsampler, enabling efficient generation of multi-category…
• StyleAvatar3D: Leveraging Image-Text Diffusion Models for High-Fidelity 3D Avatar Generation
  30 May 2023 2 repositories listed
  The recent advancements in image-text diffusion models have stimulated research interest in large-scale 3D generative models.
• 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.
• 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.
• LION: Latent Point Diffusion Models for 3D Shape Generation
  12 Oct 2022 2 repositories listed
  To advance 3D DDMs and make them useful for digital artists, we require (i) high generation quality, (ii) flexibility for manipulation and applications such as conditional synthesis and shape interpolation, and (iii)…
• PhysX: Physical-Grounded 3D Asset Generation
  16 Jul 2025 1 repository listed Syntology ran 2 of 8 samples · 6 unverified · 8 pointer-only (licence)
  3D modeling is moving from virtual to physical.
• ShapeLLM-Omni: A Native Multimodal LLM for 3D Generation and Understanding
  2 Jun 2025 1 repository listed Syntology ran 1 of 8 samples · 7 unverified
  Building upon the 3D-aware discrete tokens, we innovatively construct a large-scale continuous training dataset named 3D-Alpaca, encompassing generation, comprehension, and editing, thus providing rich resources for…
• WeatherEdit: Controllable Weather Editing with 4D Gaussian Field
  26 May 2025 1 repository listed
  To construct the weather particles, we first reconstruct a 3D scene using the edited images and then introduce a dynamic 4D Gaussian field to generate snowflakes, raindrops and fog in the scene.
• Direct3D-S2: Gigascale 3D Generation Made Easy with Spatial Sparse Attention
  23 May 2025 1 repository listed Syntology ran 2 of 10 samples · 8 unverified
  Generating high-resolution 3D shapes using volumetric representations such as Signed Distance Functions (SDFs) presents substantial computational and memory challenges.
• 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.
• S3D: Sketch-Driven 3D Model Generation
  7 May 2025 1 repository listed
  This streamlined framework demonstrates the effectiveness of S3D in generating high-quality 3D models from sketch inputs.
• 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.
• 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…
• ContrastiveGaussian: High-Fidelity 3D Generation with Contrastive Learning and Gaussian Splatting
  10 Apr 2025 1 repository listed
  By using a perceptual loss, we effectively differentiate between positive and negative samples, leveraging the visual inconsistencies to improve 3D generation quality.
• Objaverse++: Curated 3D Object Dataset with Quality Annotations
  9 Apr 2025 1 repository listed
  We release our enhanced dataset of approximately 500, 000 curated 3D models to facilitate further research on various downstream tasks in 3D computer vision.
• Video4DGen: Enhancing Video and 4D Generation through Mutual Optimization
  5 Apr 2025 1 repository listed
  With the ability of 4D and video generation, Video4DGen offers a powerful tool for applications in virtual reality, animation, and beyond.
• 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.

Syntology lines on 19 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.