Image to 3D

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

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

Subtasks archive 2025-07-28

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 54 papers with code (162 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.

• Collaborative Neural Rendering using Anime Character Sheets
  12 Jul 2022 4 repositories listed
  Drawing images of characters with desired poses is an essential but laborious task in anime production.
• 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.
• 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.
• 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.
• Let's Transfer Transformations of Shared Semantic Representations
  2 Mar 2019 2 repositories listed
  In this work we show how one can learn transformations with no training examples by learning them on another domain and then transfer to the target domain.
• 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.
• 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.
• SVAD: From Single Image to 3D Avatar via Synthetic Data Generation with Video Diffusion and Data Augmentation
  8 May 2025 1 repository listed
  Our method generates synthetic training data through video diffusion, enhances it with identity preservation and image restoration modules, and utilizes this refined data to train 3DGS avatars.
• SOAP: Style-Omniscient Animatable Portraits
  8 May 2025 1 repository listed
  Creating animatable 3D avatars from a single image remains challenging due to style limitations (realistic, cartoon, anime) and difficulties in handling accessories or hairstyles.
• 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.
• 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.
• An Empirical Study of GPT-4o Image Generation Capabilities
  8 Apr 2025 1 repository listed
  The landscape of image generation has rapidly evolved, from early GAN-based approaches to diffusion models and, most recently, to unified generative architectures that seek to bridge understanding and generation tasks.
• MEAT: Multiview Diffusion Model for Human Generation on Megapixels with Mesh Attention
  11 Mar 2025 1 repository listed
  In this paper, we explore human multiview diffusion models at the megapixel level and introduce a solution called mesh attention to enable training at 1024x1024 resolution.
• 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.
• 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.
• Fancy123: One Image to High-Quality 3D Mesh Generation via Plug-and-Play Deformation
  25 Nov 2024 1 repository listed
  The fidelity enhancement module deforms the 3D mesh to match the input image.
• 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.
• Hi3D: Pursuing High-Resolution Image-to-3D Generation with Video Diffusion Models
  11 Sep 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Despite having tremendous progress in image-to-3D generation, existing methods still struggle to produce multi-view consistent images with high-resolution textures in detail, especially in the paradigm of 2D diffusion…
• Ouroboros3D: Image-to-3D Generation via 3D-aware Recursive Diffusion
  5 Jun 2024 1 repository listed Syntology ran 12 of 14 samples · 2 unverified
  However, training these two stages separately leads to significant data bias in the inference phase, thus affecting the quality of reconstructed results.
• Hybrid Fourier Score Distillation for Efficient One Image to 3D Object Generation
  31 May 2024 1 repository listed Syntology ran 7 of 10 samples · 3 unverified
  We note that there is a disparity between the generation priors of these two diffusion models, leading to their different appearance outputs.
• Unique3D: High-Quality and Efficient 3D Mesh Generation from a Single Image
  30 May 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  In this work, we introduce Unique3D, a novel image-to-3D framework for efficiently generating high-quality 3D meshes from single-view images, featuring state-of-the-art generation fidelity and strong generalizability.
• REPARO: Compositional 3D Assets Generation with Differentiable 3D Layout Alignment
  28 May 2024 1 repository listed Syntology ran 1 of 1 samples · 0 unverified
  Traditional image-to-3D models often struggle with scenes containing multiple objects due to biases and occlusion complexities.
• Direct3D: Scalable Image-to-3D Generation via 3D Latent Diffusion Transformer
  23 May 2024 1 repository listed Syntology ran 1 of 7 samples · 6 unverified
  In this work, we introduce Direct3D, a native 3D generative model scalable to in-the-wild input images, without requiring a multiview diffusion model or SDS optimization.
• OneTo3D: One Image to Re-editable Dynamic 3D Model and Video Generation
  10 May 2024 1 repository listed
  To address this issue, we propose the OneTo3D, a method and theory to used one single image to generate the editable 3D model and generate the targeted semantic continuous time-unlimited 3D video.
• 6Img-to-3D: Few-Image Large-Scale Outdoor Driving Scene Reconstruction
  18 Apr 2024 1 repository listed Syntology ran 3 of 7 samples · 4 unverified
  Current 3D reconstruction techniques struggle to infer unbounded scenes from a few images faithfully.
• InstantMesh: Efficient 3D Mesh Generation from a Single Image with Sparse-view Large Reconstruction Models
  10 Apr 2024 1 repository listed Syntology ran 14 of 15 samples · 1 unverified
  We present InstantMesh, a feed-forward framework for instant 3D mesh generation from a single image, featuring state-of-the-art generation quality and significant training scalability.
• Hash3D: Training-free Acceleration for 3D Generation
  9 Apr 2024 1 repository listed Syntology ran 13 of 21 samples · 8 unverified · 21 pointer-only (licence)
  The evolution of 3D generative modeling has been notably propelled by the adoption of 2D diffusion models.
• Diffusion Time-step Curriculum for One Image to 3D Generation
  6 Apr 2024 1 repository listed
  Score distillation sampling~(SDS) has been widely adopted to overcome the absence of unseen views in reconstructing 3D objects from a \textbf{single} image.
• Idea23D: Collaborative LMM Agents Enable 3D Model Generation from Interleaved Multimodal Inputs
  5 Apr 2024 1 repository listed
  Recently, this success has been extended to 3D AIGC, with state-of-the-art methods generating textured 3D models from single images or text.
• The More You See in 2D, the More You Perceive in 3D
  4 Apr 2024 1 repository listed
  Inspired by this behavior, we introduce SAP3D, a system for 3D reconstruction and novel view synthesis from an arbitrary number of unposed images.

Syntology lines on 16 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.