While initial solutions to the I2I problem were provided by generative adversarial neural networks (GANs), diffusion models (DMs) currently hold the state-of-the-art status on the I2I translation benchmarks in terms of Frechet inception distance (FID). 什么是I2I问题?I2I问题是指图像到图像(Image-...
Score-based diffusion models have shown promising results in unpaired image-to-image translation (I2I). However, the existing methods only perform unpaired I2I in pixel space, which requires high computation costs. To this end, we propose guiding stochastic differential equations in latent space (...
We propose a novel unpaired image-to-image translation method that uses denoising diffusion probabilistic models without requiring adversarial training. Our method, UNpaired Image Translation with Denoising Diffusion Probabilistic Models (UNIT-DDPM), trains a generative model to infer the joint distribution...
One-step image-to-image with Stable Diffusion turbo: sketch2image, day2night, and more - unpaired training · GaParmar/img2img-turbo@db6cf92
Solutions to such unpaired image-to-image translation problems currently commonly involve generative adversarial networks (GANs), but recently, diffusion models ... A Borstelmann,T Haucke,V Steinhage - 《Sensors》 被引量: 0发表: 2024年 基于MUNIT人脸图像性别转换鲁棒模型研究 (Unpaired Image-toImage...
This study introduces a novel structure-preserving diffusion model specifically designed for unpaired medical image translation, leveraging edge information to represent common anatomical structures across different modalities. To bridge the domain gap effectively, we further propose a novel Interleaved Sampling...
- 《International Journal of Image & Graphics》 被引量: 8发表: 2011年 METHOD AND SYSTEM FOR RENDERING SIMULATED DEPTH-OF-FIELD VISUAL EFFECT Systems and methods for rendering depth-of-field visual effect on images with high computing efficiency and performance. A diffusion blurring process and a...
Therefore, in the process of completing the image translation task, the combination of the unpaired image translation framework and the diffusion model is an effective way to solve the problem. More recently, the use of diffusion models to complete image translation tasks has been widely used, ...