Image Stylization

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

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Datasets archive 2025-07-28

1 dataset 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 30 papers with code (64 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.

• Instance Normalization: The Missing Ingredient for Fast Stylization
  27 Jul 2016 22 repositories listed Syntology ran 1 of 18 samples · 17 unverified
  It this paper we revisit the fast stylization method introduced in Ulyanov et.
• A Closed-form Solution to Photorealistic Image Stylization
  19 Feb 2018 12 repositories listed Syntology ran 10 of 16 samples · 6 unverified · 3 pointer-only (licence)
  Photorealistic image stylization concerns transferring style of a reference photo to a content photo with the constraint that the stylized photo should remain photorealistic.
• A Style-Aware Content Loss for Real-time HD Style Transfer
  26 Jul 2018 9 repositories listed
  These and our qualitative results ranging from small image patches to megapixel stylistic images and videos show that our approach better captures the subtle nature in which a style affects content.
• APDrawingGAN: Generating Artistic Portrait Drawings From Face Photos With Hierarchical GANs
  1 Jun 2019 6 repositories listed
  Moreover, artists tend to use different strategies to draw different facial features and the lines drawn are only loosely related to obvious image features.
• Copy the Old or Paint Anew? An Adversarial Framework for (non-) Parametric Image Stylization
  22 Nov 2018 5 repositories listed Syntology ran 0 of 7 samples · 7 unverified
  Parametric generative deep models are state-of-the-art for photo and non-photo realistic image stylization.
• Instant Photorealistic Neural Radiance Fields Stylization
  29 Mar 2023 2 repositories listed
  Our approach models a neural radiance field based on neural graphics primitives, which use a hash table-based position encoder for position embedding.
• EDICT: Exact Diffusion Inversion via Coupled Transformations
  22 Nov 2022 2 repositories listed
  EDICT enables mathematically exact inversion of real and model-generated images by maintaining two coupled noise vectors which are used to invert each other in an alternating fashion.
• WISE: Whitebox Image Stylization by Example-based Learning
  29 Jul 2022 2 repositories listed
  Image-based artistic rendering can synthesize a variety of expressive styles using algorithmic image filtering.
• Frustratingly Simple Domain Generalization via Image Stylization
  19 Jun 2020 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
  Convolutional Neural Networks (CNNs) show impressive performance in the standard classification setting where training and testing data are drawn i.
• Image Super-Resolution by Neural Texture Transfer
  3 Mar 2019 2 repositories listed Syntology ran 0 of 3 samples · 3 unverified
  Reference-based super-resolution (RefSR), on the other hand, has proven to be promising in recovering high-resolution (HR) details when a reference (Ref) image with similar content as that of the LR input is given.
• OmniConsistency: Learning Style-Agnostic Consistency from Paired Stylization Data
  24 May 2025 1 repository listed
  Diffusion models have advanced image stylization significantly, yet two core challenges persist: (1) maintaining consistent stylization in complex scenes, particularly identity, composition, and fine details, and (2)…
• Multiscale style transfer based on a Laplacian pyramid for traditional Chinese painting
  7 Feb 2025 1 repository listed
  Style transfer is adopted to synthesize appealing stylized images that preserve the structure of a content image but carry the pattern of a style image.
• Structure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation
  5 Dec 2024 1 repository listed
  To address these issues, we propose a novel medical image segmentation method that combines diffusion models and Structure-Preserving Network for structure-aware one-shot image stylization.
• Learning A Low-Level Vision Generalist via Visual Task Prompt
  16 Aug 2024 1 repository listed Syntology ran 4 of 10 samples · 6 unverified
  In addition, these methods are sensitive to prompt image content and often struggle with low-frequency information processing.
• DiffArtist: Towards Structure and Appearance Controllable Image Stylization
  22 Jul 2024 1 repository listed
  Specifically, we introduce DiffArtist, which, to the best of our knowledge, is the first stylization method to allow for dual controllability over structure and appearance.
• Implicit Style-Content Separation using B-LoRA
  21 Mar 2024 1 repository listed Syntology ran 1 of 6 samples · 5 unverified
  In this paper, we introduce B-LoRA, a method that leverages LoRA (Low-Rank Adaptation) to implicitly separate the style and content components of a single image, facilitating various image stylization tasks.
• One-Shot Structure-Aware Stylized Image Synthesis
  27 Feb 2024 1 repository listed
  While GAN-based models have been successful in image stylization tasks, they often struggle with structure preservation while stylizing a wide range of input images.
• Pixel-Aware Stable Diffusion for Realistic Image Super-resolution and Personalized Stylization
  28 Aug 2023 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  Diffusion models have demonstrated impressive performance in various image generation, editing, enhancement and translation tasks.
• Controlling Geometric Abstraction and Texture for Artistic Images
  31 Jul 2023 1 repository listed
  We present a novel method for the interactive control of geometric abstraction and texture in artistic images.
• ReDi: Efficient Learning-Free Diffusion Inference via Trajectory Retrieval
  5 Feb 2023 1 repository listed
  Diffusion models show promising generation capability for a variety of data.
• A Large-scale Film Style Dataset for Learning Multi-frequency Driven Film Enhancement
  21 Jan 2023 1 repository listed Syntology ran 7 of 11 samples · 4 unverified
  In order to facilitate film-based image stylization research, we construct FilmSet, a large-scale and high-quality film style dataset.
• Interactive Control over Temporal Consistency while Stylizing Video Streams
  2 Jan 2023 1 repository listed
  For stylization tasks, however, consistency control is an essential requirement as a certain amount of flickering adds to the artistic look and feel.
• DiffStyler: Controllable Dual Diffusion for Text-Driven Image Stylization
  19 Nov 2022 1 repository listed
  Despite the impressive results of arbitrary image-guided style transfer methods, text-driven image stylization has recently been proposed for transferring a natural image into a stylized one according to textual…
• StylizedNeRF: Consistent 3D Scene Stylization as Stylized NeRF via 2D-3D Mutual Learning
  24 May 2022 1 repository listed Syntology ran 4 of 15 samples · 11 unverified
  We first pre-train a standard NeRF of the 3D scene to be stylized and replace its color prediction module with a style network to obtain a stylized NeRF.
• Domain Enhanced Arbitrary Image Style Transfer via Contrastive Learning
  19 May 2022 1 repository listed Syntology ran 4 of 9 samples · 5 unverified
  Our framework consists of three key components, i.
• JoJoGAN: One Shot Face Stylization
  22 Dec 2021 1 repository listed Syntology ran 2 of 7 samples · 5 unverified
  The paired dataset is then used to fine-tune a StyleGAN.
• Foreground-Aware Stylization and Consensus Pseudo-Labeling for Domain Adaptation of First-Person Hand Segmentation
  6 Jul 2021 1 repository listed
  We validated our method on domain adaptation of hand segmentation from real and simulation images.
• Stylization-Based Architecture for Fast Deep Exemplar Colorization
  1 Jun 2020 1 repository listed
  Exemplar-based colorization aims to add colors to a grayscale image guided by a content related reference im- age.
• TileGAN: Synthesis of Large-Scale Non-Homogeneous Textures
  29 Apr 2019 1 repository listed
  We tackle the problem of texture synthesis in the setting where many input images are given and a large-scale output is required.
• Improved Texture Networks: Maximizing Quality and Diversity in Feed-forward Stylization and Texture Synthesis
  9 Jan 2017 1 repository listed
  The recent work of Gatys et al., who characterized the style of an image by the statistics of convolutional neural network filters, ignited a renewed interest in the texture generation and image stylization problems.

Syntology lines on 12 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.