Papers Image Stylization
“Image Stylization” 태그가 달린 논문 64편 · 필터 해제
OmniConsistency: Learning Style-Agnostic Consistency from Paired Stylization Data
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) pre…
Image StylizationToonifyGB: StyleGAN-based Gaussian Blendshapes for 3D Stylized Head Avatars
The introduction of 3D Gaussian blendshapes has enabled the real-time reconstruction of animatable head avatars from monocular video. Toonify, a StyleGAN-based framework, has become widely used for facial image stylizati…
Image StylizationVideo GenerationBalanced Image Stylization with Style Matching Score
We present Style Matching Score (SMS), a novel optimization method for image stylization with diffusion models. Balancing effective style transfer with content preservation is a long-standing challenge. Unlike existing e…
Image StylizationStyle TransferMultiscale style transfer based on a Laplacian pyramid for traditional Chinese painting
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. Many recently proposed style transfer methods use only western oil …
Image StylizationStyle TransferAesthetic Matters in Music Perception for Image Stylization: A Emotion-driven Music-to-Visual Manipulation
Emotional information is essential for enhancing human-computer interaction and deepening image understanding. However, while deep learning has advanced image recognition, the intuitive understanding and precise control …
EEGImage StylizationRhythmContent-style disentangled representation for controllable artistic image stylization and generation
Controllable artistic image stylization and generation aims to render the content provided by text or image with the learned artistic style, where content and style decoupling is the key to achieve satisfactory results. …
DisentanglementImage StylizationStructure-Aware Stylized Image Synthesis for Robust Medical Image Segmentation
Accurate medical image segmentation is essential for effective diagnosis and treatment planning but is often challenged by domain shifts caused by variations in imaging devices, acquisition conditions, and patient-specif…
Domain GeneralizationImage GenerationImage SegmentationImage Stylization+6The Role of Text-to-Image Models in Advanced Style Transfer Applications: A Case Study with DALL-E 3
While DALL-E 3 has gained popularity for its ability to generate creative and complex images from textual descriptions, its application in the domain of style transfer remains slightly underexplored. This project investi…
DiversityImage StylizationSSIMStyle TransferAI-Driven Stylization of 3D Environments
In this system, we discuss methods to stylize a scene of 3D primitive objects into a higher fidelity 3D scene using novel 3D representations like NeRFs and 3D Gaussian Splatting. Our approach leverages existing image sty…
Image StylizationImage to 3DWaSt-3D: Wasserstein-2 Distance for Scene-to-Scene Stylization on 3D Gaussians
While style transfer techniques have been well-developed for 2D image stylization, the extension of these methods to 3D scenes remains relatively unexplored. Existing approaches demonstrate proficiency in transferring co…
Image StylizationStyle TransferMagicStyle: Portrait Stylization Based on Reference Image
The development of diffusion models has significantly advanced the research on image stylization, particularly in the area of stylizing a content image based on a given style image, which has attracted many scholars. The…
DenoisingImage StylizationLearning A Low-Level Vision Generalist via Visual Task Prompt
Building a unified model for general low-level vision tasks holds significant research and practical value. Current methods encounter several critical issues. Multi-task restoration approaches can address multiple degrad…
Image ReconstructionImage StylizationDiffArtist: Towards Structure and Appearance Controllable Image Stylization
Artistic style includes both structural and appearance elements. Existing neural stylization techniques primarily focus on transferring appearance features such as color and texture, often neglecting the equally crucial …
DisentanglementImage StylizationLanguage ModelingLanguage Modelling+3Ada-adapter:Fast Few-shot Style Personlization of Diffusion Model with Pre-trained Image Encoder
Fine-tuning advanced diffusion models for high-quality image stylization usually requires large training datasets and substantial computational resources, hindering their practical applicability. We propose Ada-Adapter, …
DiversityImage StylizationStyle TransferSRAGAN: Saliency Regularized and Attended Generative Adversarial Network for Chinese Ink-wash Painting Generation
Recent style transfer problems are still largely dominated by Generative Adversarial Network (GAN) from the perspective of cross-domain image-to-image (I2I) translation, where the pivotal issue is to learn and transfer t…
Generative Adversarial NetworkImage StylizationImage-to-Image TranslationSaliency Detection+2Implicit Style-Content Separation using B-LoRA
Image stylization involves manipulating the visual appearance and texture (style) of an image while preserving its underlying objects, structures, and concepts (content). The separation of style and content is essential …
Image StylizationStyle TransferOne-Shot Structure-Aware Stylized Image Synthesis
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. Recently, diffusion models have been adopted for image…
Image GenerationImage StylizationPixel-Aware Stable Diffusion for Realistic Image Super-resolution and Personalized Stylization
Diffusion models have demonstrated impressive performance in various image generation, editing, enhancement and translation tasks. In particular, the pre-trained text-to-image stable diffusion models provide a potential …
Image EnhancementImage GenerationImage RestorationImage Stylization+2Controlling Geometric Abstraction and Texture for Artistic Images
We present a novel method for the interactive control of geometric abstraction and texture in artistic images. Previous example-based stylization methods often entangle shape, texture, and color, while generative methods…
Image GenerationImage StylizationParameter PredictionStyle Transfer+1Realization RGBD Image Stylization
This research paper explores the application of style transfer in computer vision using RGB images and their corresponding depth maps. We propose a novel method that incorporates the depth map and a heatmap of the RGB im…
Image StylizationStyle Transfer