Texture Synthesis

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

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

3 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.

Most implemented papers archive 2025-07-28

30 shown of 104 papers with code (280 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.

• Texture Synthesis Using Convolutional Neural Networks
  27 May 2015 16 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  Here we introduce a new model of natural textures based on the feature spaces of convolutional neural networks optimised for object recognition.
• Learning Texture Manifolds with the Periodic Spatial GAN
  18 May 2017 7 repositories listed
  Second, we show that the image generation with PSGANs has properties of a texture manifold: we can smoothly interpolate between samples in the structured noise space and generate novel samples, which lie perceptually…
• Combining Markov Random Fields and Convolutional Neural Networks for Image Synthesis
  18 Jan 2016 7 repositories listed Syntology ran 0 of 18 samples · 18 unverified
  This paper studies a combination of generative Markov random field (MRF) models and discriminatively trained deep convolutional neural networks (dCNNs) for synthesizing 2D images.
• Stable and Controllable Neural Texture Synthesis and Style Transfer Using Histogram Losses
  31 Jan 2017 5 repositories listed
  These losses can improve the quality of large features, improve the separation of content and style, and offer artistic controls such as paint by numbers.
• Image Inpainting via Conditional Texture and Structure Dual Generation
  22 Aug 2021 4 repositories listed Syntology ran 0 of 5 samples · 5 unverified
  Deep generative approaches have recently made considerable progress in image inpainting by introducing structure priors.
• EnhanceNet: Single Image Super-Resolution Through Automated Texture Synthesis
  23 Dec 2016 4 repositories listed Syntology ran 0 of 5 samples · 5 unverified · 3 pointer-only (licence)
  Single image super-resolution is the task of inferring a high-resolution image from a single low-resolution input.
• Incorporating long-range consistency in CNN-based texture generation
  3 Jun 2016 4 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  Gatys et al.
• ST-MFNet: A Spatio-Temporal Multi-Flow Network for Frame Interpolation
  30 Nov 2021 3 repositories listed
  Video frame interpolation (VFI) is currently a very active research topic, with applications spanning computer vision, post production and video encoding.
• $μ$NCA: Texture Generation with Ultra-Compact Neural Cellular Automata
  26 Nov 2021 3 repositories listed
  We study the problem of example-based procedural texture synthesis using highly compact models.
• Texture Generation with Neural Cellular Automata
  15 May 2021 3 repositories listed
  Neural Cellular Automata (NCA) have shown a remarkable ability to learn the required rules to "grow" images, classify morphologies, segment images, as well as to do general computation such as path-finding.
• TextureGAN: Controlling Deep Image Synthesis with Texture Patches
  9 Jun 2017 3 repositories listed
  In this paper, we investigate deep image synthesis guided by sketch, color, and texture.
• Texture Synthesis with Spatial Generative Adversarial Networks
  24 Nov 2016 3 repositories listed
  Generative adversarial networks (GANs) are a recent approach to train generative models of data, which have been shown to work particularly well on image data.
• Hunyuan3D 2.5: Towards High-Fidelity 3D Assets Generation with Ultimate Details
  19 Jun 2025 2 repositories listed Syntology ran 1 of 10 samples · 9 unverified · 10 pointer-only (licence)
  In this report, we present Hunyuan3D 2.
• Towards Garment Sewing Pattern Reconstruction from a Single Image
  7 Nov 2023 2 repositories listed
  In this work, we explore the challenging problem of recovering garment sewing patterns from daily photos for augmenting these applications.
• Pretraining is All You Need for Image-to-Image Translation
  25 May 2022 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified
  We propose to use pretraining to boost general image-to-image translation.
• Real-World Blind Super-Resolution via Feature Matching with Implicit High-Resolution Priors
  26 Feb 2022 2 repositories listed
  Unlike image-space methods, our FeMaSR restores HR images by matching distorted LR image {\it features} to their distortion-free HR counterparts in our pretrained HR priors, and decoding the matched features to obtain…
• Aggregated Contextual Transformations for High-Resolution Image Inpainting
  3 Apr 2021 2 repositories listed Syntology ran 0 of 8 samples · 8 unverified
  For improving texture synthesis, we enhance the discriminator of AOT-GAN by training it with a tailored mask-prediction task.
• Generating Diverse Structure for Image Inpainting With Hierarchical VQ-VAE
  18 Mar 2021 2 repositories listed Syntology ran 4 of 5 samples · 1 unverified · 5 pointer-only (licence)
  We propose a two-stage model for diverse inpainting, where the first stage generates multiple coarse results each of which has a different structure, and the second stage refines each coarse result separately by…
• Conceptual Compression via Deep Structure and Texture Synthesis
  10 Nov 2020 2 repositories listed
  To this end, we propose a novel conceptual compression framework that encodes visual data into compact structure and texture representations, then decodes in a deep synthesis fashion, aiming to achieve better visual…
• High resolution neural texture synthesis with long range constraints
  4 Aug 2020 2 repositories listed
  Experiments show the interest of the multi-scale scheme for high resolution textures and the interest of combining it with additional constraints for regular textures.
• Learning Texture Transformer Network for Image Super-Resolution
  7 Jun 2020 2 repositories listed Syntology ran 3 of 7 samples · 4 unverified
  In this paper, we propose a novel Texture Transformer Network for Image Super-Resolution (TTSR), in which the LR and Ref images are formulated as queries and keys in a transformer, respectively.
• Style-Transfer via Texture-Synthesis
  10 Sep 2016 2 repositories listed
  Recent work on this problem adopting Convolutional Neural-networks (CNN) ignited a renewed interest in this field, due to the very impressive results obtained.
• Texture Synthesis Through Convolutional Neural Networks and Spectrum Constraints
  4 May 2016 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  This paper presents a significant improvement for the synthesis of texture images using convolutional neural networks (CNNs), making use of constraints on the Fourier spectrum of the results.
• Precomputed Real-Time Texture Synthesis with Markovian Generative Adversarial Networks
  15 Apr 2016 2 repositories listed
  This paper proposes Markovian Generative Adversarial Networks (MGANs), a method for training generative neural networks for efficient texture synthesis.
• TexTailor: Customized Text-aligned Texturing via Effective Resampling
  12 Jun 2025 1 repository listed
  However, these approaches lead to a gradual shift in texture properties across viewpoints due to (1) insufficient integration of previously synthesized textures at each viewpoint during the diffusion process and (2) the…
• UniTEX: Universal High Fidelity Generative Texturing for 3D Shapes
  29 May 2025 1 repository listed
  Extensive experiments demonstrate that UniTEX achieves superior visual quality and texture integrity compared to existing approaches, offering a generalizable and scalable solution for automated 3D texture generation.
• TetWeave: Isosurface Extraction using On-The-Fly Delaunay Tetrahedral Grids for Gradient-Based Mesh Optimization
  7 May 2025 1 repository listed
  We introduce TetWeave, a novel isosurface representation for gradient-based mesh optimization that jointly optimizes the placement of a tetrahedral grid used for Marching Tetrahedra and a novel directional signed…
• Generative AI for Character Animation: A Comprehensive Survey of Techniques, Applications, and Future Directions
  27 Apr 2025 1 repository listed
  This survey is intended as a resource for researchers and developers entering the field of generative AI animation or adjacent fields.
• Pandora3D: A Comprehensive Framework for High-Quality 3D Shape and Texture Generation
  20 Feb 2025 1 repository listed
  This report presents a comprehensive framework for generating high-quality 3D shapes and textures from diverse input prompts, including single images, multi-view images, and text descriptions.
• Hunyuan3D 2.0: Scaling Diffusion Models for High Resolution Textured 3D Assets Generation
  21 Jan 2025 1 repository listed
  This system includes two foundation components: a large-scale shape generation model -- Hunyuan3D-DiT, and a large-scale texture synthesis model -- Hunyuan3D-Paint.

Syntology lines on 11 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.