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A survey of multimodal-guided image editing with text-to-image diffusion models
Image editing aims to edit the given synthetic or real image to meet the specific requirements
from users. It is widely studied in recent years as a promising and challenging field of …
from users. It is widely studied in recent years as a promising and challenging field of …
Training-free consistent text-to-image generation
Text-to-image models offer a new level of creative flexibility by allowing users to guide the
image generation process through natural language. However, using these models to …
image generation process through natural language. However, using these models to …
Be yourself: Bounded attention for multi-subject text-to-image generation
O Dahary, O Patashnik, K Aberman… - European Conference on …, 2024 - Springer
Text-to-image diffusion models have an unprecedented ability to generate diverse and high-
quality images. However, they often struggle to faithfully capture the intended semantics of …
quality images. However, they often struggle to faithfully capture the intended semantics of …
Ctrl-x: Controlling structure and appearance for text-to-image generation without guidance
KH Lin, S Mo, B Klingher, F Mu… - Advances in Neural …, 2025 - proceedings.neurips.cc
Recent controllable generation approaches such as FreeControl and Diffusion Self-
Guidance bring fine-grained spatial and appearance control to text-to-image (T2I) diffusion …
Guidance bring fine-grained spatial and appearance control to text-to-image (T2I) diffusion …
Generative rendering: Controllable 4d-guided video generation with 2d diffusion models
Traditional 3D content creation tools empower users to bring their imagination to life by
giving them direct control over a scene's geometry appearance motion and camera path …
giving them direct control over a scene's geometry appearance motion and camera path …
Relightful harmonization: Lighting-aware portrait background replacement
Portrait harmonization aims to composite a subject into a new background adjusting its
lighting and color to ensure harmony with the background scene. Existing harmonization …
lighting and color to ensure harmony with the background scene. Existing harmonization …
Zero-to-hero: Enhancing zero-shot novel view synthesis via attention map filtering
Generating realistic images from arbitrary views based on a single source image remains a
significant challenge in computer vision, with broad applications ranging from e-commerce …
significant challenge in computer vision, with broad applications ranging from e-commerce …
Generic 3d diffusion adapter using controlled multi-view editing
Open-domain 3D object synthesis has been lagging behind image synthesis due to limited
data and higher computational complexity. To bridge this gap, recent works have …
data and higher computational complexity. To bridge this gap, recent works have …
Fontstudio: shape-adaptive diffusion model for coherent and consistent font effect generation
Recently, the application of modern diffusion-based text-to-image generation models for
creating artistic fonts, traditionally the domain of professional designers, has garnered …
creating artistic fonts, traditionally the domain of professional designers, has garnered …
Monkey see, monkey do: Harnessing self-attention in motion diffusion for zero-shot motion transfer
Given the remarkable results of motion synthesis with diffusion models, a natural question
arises: how can we effectively leverage these models for motion editing? Existing diffusion …
arises: how can we effectively leverage these models for motion editing? Existing diffusion …