Advances in diffusion models for image data augmentation: A review of methods, models, evaluation metrics and future research directions
Image data augmentation constitutes a critical methodology in modern computer vision
tasks, since it can facilitate towards enhancing the diversity and quality of training datasets; …
tasks, since it can facilitate towards enhancing the diversity and quality of training datasets; …
Colorpeel: Color prompt learning with diffusion models via color and shape disentanglement
Abstract Text-to-Image (T2I) generation has made significant advancements with the advent
of diffusion models. These models exhibit remarkable abilities to produce images based on …
of diffusion models. These models exhibit remarkable abilities to produce images based on …
A survey on knowledge-enhanced multimodal learning
M Lymperaiou, G Stamou - Artificial Intelligence Review, 2024 - Springer
Multimodal learning has been a field of increasing interest, aiming to combine various
modalities in a single joint representation. Especially in the area of visiolinguistic (VL) …
modalities in a single joint representation. Especially in the area of visiolinguistic (VL) …
LocInv: Localization-aware Inversion for Text-Guided Image Editing
Large-scale Text-to-Image (T2I) diffusion models demonstrate significant generation
capabilities based on textual prompts. Based on the T2I diffusion models, text-guided image …
capabilities based on textual prompts. Based on the T2I diffusion models, text-guided image …
ERDDCI: Exact Reversible Diffusion via Dual-Chain Inversion for High-Quality Image Editing
Diffusion models (DMs) have been successfully applied to real image editing. These models
typically invert images into latent noise vectors used to reconstruct the original images …
typically invert images into latent noise vectors used to reconstruct the original images …
GRIF-DM: Generation of Rich Impression Fonts using Diffusion Models
Fonts are integral to creative endeavors, design processes, and artistic productions. The
appropriate selection of a font can significantly enhance artwork and endow advertisements …
appropriate selection of a font can significantly enhance artwork and endow advertisements …