Scalable multimodal approach for face generation and super-resolution using a conditional diffusion model
Sign Up to like & getrecommendations! Published in 2024 at "Scientific Reports"
DOI: 10.1038/s41598-024-76407-9
Abstract: Multimodal Conditioned face image generation and face super-resolution are significant areas of research. To achieve optimal results, this paper utilizes diffusion models as the primary engine for these tasks. This paper presents two main contributions:… read more here.
Keywords: generation; conditional diffusion; face; resolution ... See more keywords
Conditional diffusion model for inverse prediction of process parameters and dendritic microstructures from mechanical properties
Sign Up to like & getrecommendations! Published in 2024 at "Scientific Reports"
DOI: 10.1038/s41598-025-22942-y
Abstract: In this study, we develop a conditional diffusion model that proposes the optimal process parameters and predicts the microstructure for the desired mechanical properties. In materials development, it is costly to try many samples with… read more here.
Keywords: mechanical properties; conditional diffusion; process parameters; diffusion model ... See more keywords
Equivariant 3D-Conditional Diffusion Model for De Novo Drug Design
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Journal of Biomedical and Health Informatics"
DOI: 10.1109/jbhi.2024.3491318
Abstract: De novo drug design speeds up drug discovery, mitigating its time and cost burdens with advanced computational methods. Previous work either insufficiently utilized the 3D geometric structure of the target proteins, or generated ligands in… read more here.
Keywords: equivariant conditional; drug design; conditional diffusion; drug ... See more keywords
Enhanced Single Pixel Imaging by Using Adaptive Jointly Optimized Conditional Diffusion
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Computational Imaging"
DOI: 10.1109/tci.2025.3544087
Abstract: Single-pixel imaging can reconstruct the original image at a low measurement rate (MR), and the target can be measured and reconstructed in low-light environments by capturing the light intensity information using a single-photon detector. Optimizing… read more here.
Keywords: pixel imaging; conditional diffusion; reconstruction; single pixel ... See more keywords
EACE-DM: Environment-Aware Channel Estimation Via Transformer-Empowered Conditional Diffusion Model
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Wireless Communications"
DOI: 10.1109/twc.2025.3633173
Abstract: Channel estimation in a fading environment can be regarded as a typical statistical estimation problem. Its optimal performance relies on the prior distribution of the channel coefficients, which are environment-specific. However, the conventional channel estimators,… read more here.
Keywords: environment; conditional diffusion; eace; estimation ... See more keywords
Holographic image denoising for dense droplet field using conditional diffusion model.
Sign Up to like & getrecommendations! Published in 2024 at "Optics letters"
DOI: 10.1364/ol.538939
Abstract: The Letter delves into an approach to holographic image denoising, drawing inspiration from the generative paradigm. It introduces a conditional diffusion model framework that effectively suppresses twin-image noises and speckle noises in dense particle fields… read more here.
Keywords: field; image; conditional diffusion; image denoising ... See more keywords
Mitigating Adversarial Attacks in Object Detection through Conditional Diffusion Models
Sign Up to like & getrecommendations! Published in 2024 at "Mathematics"
DOI: 10.3390/math12193093
Abstract: The field of object detection has witnessed significant advancements in recent years, thanks to the remarkable progress in artificial intelligence and deep learning. These breakthroughs have significantly enhanced the accuracy and efficiency of detecting and… read more here.
Keywords: image; diffusion models; conditional diffusion; object detection ... See more keywords
AortaDiff: Volume-Guided Conditional Diffusion Models for Multi-Branch Aortic Surface Generation
Sign Up to like & getrecommendations! Published in 2025 at "IEEE transactions on visualization and computer graphics"
DOI: 10.48550/arxiv.2507.13404
Abstract: Accurate 3D aortic construction is crucial for clinical diagnosis, preoperative planning, and computational fluid dynamics (CFD) simulations, as it enables the estimation of critical hemodynamic parameters such as blood flow velocity, pressure distribution, and wall… read more here.
Keywords: conditional diffusion; surface; volume guided; guided conditional ... See more keywords